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<div><section data-id="Interview Detail Banner" id="Interview Detail Banner" class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0 !pb-0 !pt-spacing20 md:!bg-offWhite"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div class="row g-4"><div class="col-12 md:flex-col"><ol itemscope="" itemtype="https://schema.org/BreadcrumbList" class="flex h-8 w-auto justify-start items-center bg-transparent md:!bg-offWhite xs:!bg-yellow1"><li class="flex items-center text-xs font-normal h-8 group ease-in-out duration-500 transition text-neutral-500" itemprop="itemListElement" itemscope="" itemtype="https://schema.org/ListItem"><a href="" class="px-spacing8 h-full cursor-pointer flex rounded-128 items-center group-hover:bg-mono-black/4 duration-500 ease-in-out transition justify-center" itemprop="item"><div itemprop="name" content="Home"><div class="text-xs text-neutral-600 group-hover:font-medium group-hover:underline group-hover:underline-offset-3 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class="flex items-center text-xs font-normal h-8 group ease-in-out duration-500 transition text-neutral-500" itemprop="itemListElement" itemscope="" itemtype="https://schema.org/ListItem"><a href="interview-questions/data-science" class="px-spacing8 h-full cursor-pointer flex rounded-128 items-center group-hover:bg-mono-black/4 duration-500 ease-in-out transition justify-center" itemprop="item"><div itemprop="name"><div class="text-xs text-neutral-500 group-hover:font-medium group-hover:underline group-hover:underline-offset-3 group-hover:text-mono-black max-w-50 overflow-ellipsis whitespace-nowrap overflow-hidden">Data Science</div></div></a><meta itemprop="position" content="3"><i class=" icon-chevron-right text-xl leading-5 text-neutral-600  md:text-neutral-400 self-center "></i></li><li class="flex items-center text-xs font-normal h-8 group ease-in-out duration-500 transition text-neutral-500" itemprop="itemListElement" itemscope="" itemtype="https://schema.org/ListItem"><span class="overflow-hidden px-spacing8 "><div itemprop="name"><div class="text-xs text-neutral-500 max-w-50 overflow-ellipsis whitespace-nowrap overflow-hidden">Artificial Intelligence Interview Questions and Answers for 2026</div></div></span><meta itemprop="position" content="4"><i class=" hidden"></i></li></ol></div></div></div></section></div><div><section data-id="Interview Detail Banner" id="Interview Detail Banner" class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0 bg-offWhite !py-0 !pb-0"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div class="row g-4"><div class="col-12 md:flex-col"><div class="flex flex-col md:flex-row md:items-center md:justify-between bg-offWhite  md:pt-spacing20 md:pb-[48px]"><div class="md:max-w-[579px] xs:w-full"><p class="uppercase text-interview-grey-1 text-interactionNormal font-semibold pb-spacing7">Data Science</p><h1 class="font-[700] text-headingBanner2 pb-spacing20 text-black">Artificial Intelligence Interview Questions and Answers for 2026</h1><p class="text-greyscale1 text-interactionNormal leading-[22px] font-normal flex items-center gap-spacing6"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none"><path d="M8.09313 2.36439C8.46453 1.61186 9.53762 1.61185 9.90902 2.36439L11.6202 5.8317L15.4466 6.38771C16.2771 6.50838 16.6087 7.52895 16.0078 8.11472L13.239 10.8136L13.8926 14.6246C14.0345 15.4517 13.1663 16.0825 12.4235 15.6919L9.00108 13.8927L5.57864 15.6919C4.83584 16.0825 3.96769 15.4517 4.10955 14.6246L4.76318 10.8136L1.99437 8.11472C1.39343 7.52896 1.72504 6.50838 2.55551 6.38771L6.38191 5.8317L8.09313 2.36439ZM9.00108 3.06669L7.36457 6.38262C7.21708 6.68146 6.932 6.88858 6.60222 6.9365L2.94286 7.46824L5.5908 10.0493C5.82943 10.2819 5.93832 10.6171 5.88199 10.9455L5.2569 14.5901L8.52992 12.8694C8.82489 12.7143 9.17727 12.7143 9.47224 12.8694L12.7453 14.5901L12.1202 10.9455C12.0638 10.6171 12.1727 10.2819 12.4114 10.0493L15.0593 7.46824L11.3999 6.9365C11.0702 6.88858 10.7851 6.68146 10.6376 6.38262L9.00108 3.06669Z" fill="#FF9F1F"></path></svg>4.7 Rating<span class="bg-transparent"></span><i aria-hidden="true" class="icon-book-open text-yellow-main text-base"></i> 70 Questions<span class="bg-transparent"></span><i aria-hidden="true" class="icon-clock text-yellow-main text-base"></i> 35 mins read<span class="bg-transparent"></span><svg xmlns="http://www.w3.org/2000/svg" width="15" height="11" viewBox="0 0 15 11" fill="none"><path fill-rule="evenodd" clip-rule="evenodd" d="M3.24952 2.59291C2.23066 3.44326 1.51929 4.44071 1.16018 5.00933C1.11075 5.0876 1.09048 5.12047 1.0772 5.14603C1.0712 5.15757 1.06952 5.16207 1.06839 5.16646C1.06826 5.16749 1.06809 5.16902 1.06789 5.17105C1.0672 5.17843 1.06667 5.1885 1.06667 5.2C1.06667 5.2115 1.0672 5.22157 1.06789 5.22895C1.06809 5.23098 1.06826 5.23251 1.06839 5.23354C1.06952 5.23793 1.0712 5.24243 1.0772 5.25397C1.09048 5.27953 1.11075 5.3124 1.16018 5.39067C1.51929 5.95929 2.23066 6.95674 3.24952 7.80709C4.26712 8.6564 5.55933 9.33333 7.0961 9.33333C8.63288 9.33333 9.92509 8.6564 10.9427 7.80709C11.9615 6.95674 12.6729 5.95929 13.032 5.39067C13.0815 5.3124 13.1017 5.27953 13.115 5.25396C13.121 5.24246 13.1227 5.23796 13.1238 5.23358C13.1239 5.23255 13.1241 5.23101 13.1243 5.22895C13.125 5.22157 13.1255 5.2115 13.1255 5.2C13.1255 5.1885 13.125 5.17843 13.1243 5.17105C13.1241 5.16902 13.1239 5.16749 13.1238 5.16646C13.1227 5.16207 13.121 5.15757 13.115 5.14603C13.1017 5.12047 13.0815 5.0876 13.032 5.00933C12.6729 4.44071 11.9615 3.44325 10.9427 2.59291C9.92509 1.7436 8.63288 1.06667 7.0961 1.06667C5.55933 1.06667 4.26712 1.7436 3.24952 2.59291ZM2.56604 1.77398C3.70346 0.824679 5.22954 0 7.0961 0C8.96266 0 10.4887 0.824679 11.6262 1.77398C12.7623 2.72224 13.5427 3.8204 13.9339 4.43976C13.9388 4.44758 13.9438 4.45545 13.9489 4.4634C14.0278 4.58784 14.1182 4.73042 14.1644 4.9319C14.2015 5.0936 14.2015 5.3064 14.1644 5.4681C14.1182 5.66958 14.0278 5.81216 13.9489 5.9366C13.9438 5.94455 13.9388 5.95243 13.9339 5.96024C13.5427 6.5796 12.7623 7.67775 11.6262 8.62601C10.4887 9.57532 8.96266 10.4 7.0961 10.4C5.22954 10.4 3.70346 9.57532 2.56604 8.62601C1.42987 7.67775 0.649473 6.5796 0.258315 5.96024C0.253381 5.95243 0.248386 5.94455 0.243343 5.9366C0.164414 5.81216 0.0739778 5.66958 0.027797 5.4681C-0.00926565 5.3064 -0.00926565 5.0936 0.027797 4.9319C0.0739778 4.73042 0.164414 4.58784 0.243343 4.4634C0.248385 4.45545 0.253381 4.44757 0.258314 4.43976C0.649473 3.8204 1.42987 2.72225 2.56604 1.77398ZM7.0961 3.73333C6.28609 3.73333 5.62944 4.38998 5.62944 5.2C5.62944 6.01002 6.28609 6.66667 7.0961 6.66667C7.90612 6.66667 8.56277 6.01002 8.56277 5.2C8.56277 4.38998 7.90612 3.73333 7.0961 3.73333ZM4.56277 5.2C4.56277 3.80088 5.69698 2.66667 7.0961 2.66667C8.49522 2.66667 9.62944 3.80088 9.62944 5.2C9.62944 6.59912 8.49522 7.73333 7.0961 7.73333C5.69698 7.73333 4.56277 6.59912 4.56277 5.2Z" fill="#FF9F1F"></path></svg>87 Readers</p></div><div class="rounded-[12px] h-auto relative overflow-hidden self-auto"><img alt="Interview Detail Banner Image" fetchpriority="high" loading="eager" width="411" height="274" decoding="async"  class="object-cover rounded-[12px]" style="color:transparent" sizes="(min-width: 768px) 411px, 274px" srcSet="" src="https://images.unsplash.com/photo-1523240795612-9a054b0db644?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></div></div></div></div></div></section></div><div><section data-id="Interview_Detail_Page_Interviews_Section" id="Interview_Detail_Page_Interviews_Section" class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div class="row g-4"><div class="col-12 md:flex-col"><div class="flex flex-row relative gap-spacing80"><div class="md:min-w-[846px] xs:w-full"><h3 class="text-interview-black-1 font-[700] md:text-title2 xs:text-baseInterviewTitle pb-spacing10">Introduction</h3><div class="text-neutral7 font-normal md:text-bodyNormal xs:text-bannerPoints pb-spacing24"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Artificial Intelligence is an advanced technological field that is evolving every day. From face tagging to defense robots and autonomous driving cars, we can define numerous use cases of artificial intelligence. Due to this extensive list of applications, it is said that the next disruption will be done by AI and its related sub-domains. Many professionals are either learning to enter or switching to this domain.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>This guide aims to help professionals with artificial intelligence interview questions by covering basic questions to scenario-based interview questions. Whether you are a beginner or an intermediate or an experienced AI professional, this guide will help you to increase your confidence and knowledge in artificial intelligence. This article covers the frequently asked artificial intelligence interview questions and answers including machine learning to help you get prepared for your next interview.</span></p></div><div><section class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0 bg-subdued md:bg-white !py-0 !px-0"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div class="row g-4"><div class="col-12 md:flex-col"><div class="flex items-center justify-center font-Inter"><div class="bg-subdued w-full md:p-spacing40 py-spacing40 rounded-custom20"><div class="flex justify-between items-center"><div class="items-center flex-1"><div class="max-w-133"><div class="text-3xl leading-9.75 font-bold text-mono-black mt-spacing6">Artificial Intelligence Interview Questions and Answers for 2026</div></div></div></div><div class=""><div><div class="relative flex w-fit items-center max-w-full customized-x-scrollbar gap-spacing12 md:gap-spacing24 rounded-xl bg-white p-spacing8 shadow-primaryDouble my-6 md:my-spacing40"><button class="z-1 rounded-lg px-spacing16 h-10 transition-all duration-300 ease-out flex items-center gap-spacing8 whitespace-nowrap font-semibold text-primary-900 bg-primary-100 delay-300"><h3 class="text-sm md:text-base first-letter:capitalize">Beginner</h3></button><button class="z-1 rounded-lg px-spacing16 h-10 transition-all duration-300 ease-out flex items-center gap-spacing8 whitespace-nowrap bg-transparent font-medium text-neutral-800 hover:text-primary-600"><h3 class="text-sm md:text-base first-letter:capitalize">Intermediate</h3></button><button class="z-1 rounded-lg px-spacing16 h-10 transition-all duration-300 ease-out flex items-center gap-spacing8 whitespace-nowrap bg-transparent font-medium text-neutral-800 hover:text-primary-600"><h3 class="text-sm md:text-base first-letter:capitalize">Advanced</h3></button><span class="absolute block h-10 rounded-lg bg-primary-100 transition-all duration-300" style="left:0;width:0;opacity:1"></span></div></div><div class=""><div><div class="text-xl text-neutral-800 mb-spacing20 font-bold">Beginner</div><div class="relative w-full"><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-primary-main outline-2 shadow-card hover:shadow-card visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-t-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden">1. How is AI changing the human world?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-0 text-neutral-800"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Organizations from various industries, including manufacturing, customer service, information technology, etc., are employing artificial intelligence to develop systems and machines that can perform jobs that humans find difficult by minimizing delays and errors and maximizing productivity.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">2. What are the risks related to AI?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>AI may be employed to create more effective and devastating weapons. AI is a tool that cybercriminals can employ to hack humans. Numerous end-of-the-world prophets have even envisioned a situation where artificial intelligence will rule, and humans will be reduced to slaves.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">3. How do you think we can help mitigate these risks of AI?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>The entire world must work together to establish a council and define AI ethics, which addresses all moral questions and problems pertaining to AI systems. These challenges, situations, or worries are those that prompt people, societies, and organizations to consider what is good and wrong. These AI ethics should develop a transparent data privacy policy that gives users some degree of control.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">4. What is the major differentiating factor between Artificial Intelligence and Machine Learning?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Machine learning is a subset of artificial intelligence that uses mathematical models to enable a system to keep picking up new skills and improve based on experience. On the other hand, artificial intelligence imitates human cognitive processes like learning and problem-solving using logic and math.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">5. What is one thing you believe can transform the face of AI in the future?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>I believe that the employment of AI for a noble human cause will make it more significant than anything else. AI can aid in developing vaccinations and treatments for diseases that are now incurable. Additionally, it can aid in developing robotic arms that can aid in sensitive surgeries that are difficult for humans to do. It can assist in developing systems that enable especially abled persons to lead normal lives.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">6. Explain the working of the human brain.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>There are billions of linked neurons in the human brain. Interconnections are extremely complicated with billions of connections among billions of neurons. Numerous millions of additional neurons are connected to each link. The cell body is what makes up each neuron in the brain. There is only one axon and one cell body, yet many dendrites are linked. Information from the outside is sent to the cell by the dendrites. The axons in the brain cell help to link the neurons. Two neurons can interact with one another due to these connections or edges. The weight connected to an edge determines how many interactions there are between two neurons. A larger edge weight would indicate higher interactions, and a lower edge weight would indicate lower interactions.</span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">7. What do you understand by artificial neural networks?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>An artificial neural network is designed to mimic the human brain. This design comprises an input layer, one or more hidden layers, and an output layer. There are one or more nodes in each layer. These nodes can accept many inputs and outputs. These nodes are trainable because they have adjustable weights and thresholds. The neuron must adjust its threshold or weights if the intended output is not produced. The data is fed into the artificial neural network through an input layer. Data is transmitted from the input layer to one of the hidden layers. The hidden layer processes the data and, if another hidden layer is available, transmits the output to it. Otherwise, it sends it to the output layer. The output layer then provides the final output. There may be one or more nodes in each layer of the network.<strong></strong></p><div class="next-image-styles my-4"><strong><img alt="Image" loading="lazy" width="100" height="100" decoding="async"  class="fr-fic fr-dib" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1478104724775-8bd31ff3e44b?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></strong></div><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">8. Mention some abilities or features of an AI system.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>An AI system has a wide range of skills or features. The capacity to make precise decisions by being given enough data to identify patterns is one of these features. Several decision-makers and several different criteria make complex decisions. The systems can reason logically, much like the human brain. Your experiences grow with each new learning encounter. Your experiences can improve your selections, which can also open more favorable prospects. We can use Google Photos as an illustration because it can tag people in the pictures. The user may occasionally be prompted to describe the person in the image. With the information you provide, it can learn and further enhance its capabilities.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">9. What are the activation functions in a neural network? Why do we prefer non-linear activation functions?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Expect to come across this popular question in AI interview questions for freshers. We may require coffee or breakfast to increase the effectiveness of our mornings. Similarly, the input layer might need to be activated in a certain way to get precise output. The artificial neural network's output is determined by computing this activation function over the net input. The input is linked to an integration function that combines external evidence, information, and activation. To guarantee that a neuron's response is bounded, non-linear activation functions are applied. When a signal is fed through a multilayer network with linear activation functions, the output obtained remains the same as that could be obtained using a single-layer network. Due to this, nonlinear activation functions are used in multilayer networks compared to linear functions.<br><br>In contrast to rule-based systems, learning-based systems apply general Al through the systems' capacity for learning. A learning system is envisioned to have an infinite capacity to simulate intelligence. It is said to possess adaptive intelligence, or the capacity to learn. It aids in changing the volume of currently held information. It also makes it easier to learn new things. That is what distinguishes learning from rule-based testing. An artificial neural network is an example of a learning system.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">10. What is the difference between a rule-based and a learning-based approach?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>The rule-based approach defines a set of rules to arrive at a particular outcome. These rules need to be altered manually. Machines are not expected to learn from events. Instead, it will only work with established rules. Therefore, in situations where no rules have been formulated, it gets stuck and is not able to solve it. It may not even understand the problem. These systems are hard to maintain due to the manual efforts required to define rules for unseen events. Also, they are not very useful in solving complex problems.<br><br>The main distinction between rule-based systems and learning-based systems is that rule-based systems are manually programmed, whereas self-learning systems are automatically trained by computers. In other words, instead of receiving explicit instructions from humans, self-learning systems learn through their own experiences. Self-learning systems analyze a lot of historical data and decide depending on what they've learned from it.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">11. Mention some of the usages of neural networks or Artificial Intelligence systems in real life.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Humans make decisions and see patterns in their daily lives. We can achieve the same with <a href="blog/data-science/types-of-neural-networks" target="_blank">neural networks</a>. Everywhere, AI is being used increasingly. For instance, Siri and Alexa are becoming increasingly popular in automating some manual duties like setting alarms, reading notifications, turning on or off lights, and playing music. We have made some progress in bridging the gap between languages thanks to language translation software and programs like Google Translate. AI-based suggestions and recommendations, which we frequently see in e-commerce platforms and other applications, have the potential to increase our spending by considering our preferences. With the development of AI, targeted advertising has become more popular and profitable for businesses.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">12. What are the weights in an artificial neural network?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>This is a frequently asked question in Artificial Intelligence interviews questions. Each neuron in an artificial neural network has a direct communication link with every other neuron, and each of these links carries weight. The weights have data about the input signal that the network uses to solve a problem. If we are looking at ‘m’ input nodes and ‘n’ output nodes, then all m x n weights can be represented by a weight matrix of ‘m’ rows and ‘n’ columns.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">13. What do you understand by the term bias in a neural network? What is its purpose?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>One way to think of bias is as a constant. For instance, the initial compensation may be viewed as a bias in a salary increase every year by a certain percentage. The constant in the straight-line equation acts like a bias. The bias included in the network has an impact on calculating the net input. Bias is included by adding a component to the input vector. It can be considered another weight that plays a major role in determining the network's output. The bias can be of two types: positive bias and negative bias. The positive bias helps increase the net input of the network, and the negative bias helps decrease its net input.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">14. Explain thresholds used in the activation function of an artificial neural network.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>The threshold is used in activation functions based on which the neural network's final output is calculated. The threshold value defines a limit that is compared against the net input of the network based on which the final output is calculated. For example, in a ramp function, we have thresholds defined at 0 and 1. Based on the comparison of the net input value ‘x’ and the threshold limits, the output is generated. The threshold is usually represented as ‘θ.’</span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">15. Create an artificial neural network with multi-input and single output having a hidden layer and explain each component.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Consider that in the multi-input architecture, and we have 3 input variables or neurons present in the input layer. The output layer will consist of a single neuron representing a single output network. We have one hidden layer in the network with three neurons. Each input neuron is connected to the hidden layer's other neurons. Let w11, w12, and w13 be the weights connected from input neuron x1 to neurons z1, z2, and z3 present in the hidden layer, respectively. Similarly, we have w21, w22, and w23 from input neuron x2 to neurons z1, z2, and z3, respectively. Followed by, w31, w32, and w33 from input neuron x3 to neurons z1, z2, and z3, respectively. The weights of the links present between the hidden layer and the output layer are v1, v2, and v3, connecting the respective neurons from each of these layers. The output is also connected to a bias term ‘b.’ The neurons from the hidden layers can also be connected to some biased term.</p><p><img alt="Image" loading="lazy" width="100" height="100" decoding="async"  class="fr-fic fr-dib" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,CiAgPHN2ZyB3aWR0aD0iMTAwIiBoZWlnaHQ9IjEwMCIgdmVyc2lvbj0iMS4xIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHhtbG5zOnhsaW5rPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5L3hsaW5rIj4KICAgIDxkZWZzPgogICAgICA8bGluZWFyR3JhZGllbnQgaWQ9ImciPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNjY2MiIG9mZnNldD0iMjAlIiAvPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNkZGQiIG9mZnNldD0iNTAlIiAvPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNlZWUiIG9mZnNldD0iNzAlIiAvPgogICAgICA8L2xpbmVhckdyYWRpZW50PgogICAgPC9kZWZzPgogICAgPHJlY3Qgd2lkdGg9IjEwMCIgaGVpZ2h0PSIxMDAiIGZpbGw9IiNlZWUiIC8+CiAgICA8cmVjdCBpZD0iciIgd2lkdGg9IjEwMCIgaGVpZ2h0PSIxMDAiIGZpbGw9InVybCgjZykiIC8+CiAgICA8YW5pbWF0ZSB4bGluazpocmVmPSIjciIgYXR0cmlidXRlTmFtZT0ieCIgZnJvbT0iLTEwMCIgdG89IjEwMCIgZHVyPSIxcyIgcmVwZWF0Q291bnQ9ImluZGVmaW5pdGUiICAvPgogIDwvc3ZnPg=='/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1478104724775-8bd31ff3e44b?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">16. What is supervised learning? Explain with the help of an example.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>The model is trained on a labeled dataset in supervised learning. It means that both the raw input data and the outcome are present. We separate the data into a training dataset and a test dataset. Our network is trained using the training data, and the test data is used to act as new input data for output prediction or to assess the model's correctness. The model learns from the predetermined outcomes in this sort of learning. Due to the short training period, this model performs at a rapid rate. The algorithm is aware of the patterns of input that lead to the desired results. Once trained, the system can predict the right answer from a new input. Predicting future sales using historical data is an example of supervised learning.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">17. What is unsupervised learning? Explain with the help of an example.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>In unsupervised learning types, the training input is neither classified nor labeled. The objective of unsupervised learning is to understand the patterns hidden in the data. Once a model learns to understand the patterns, it can predict them for any new dataset. The system does not understand the correct output but explores the data and can draw inferences from the given datasets to describe the latent structures from unlabeled data. If we feed the images of a cycle, car, and helicopter as raw inputs, our model will easily differentiate among the three. However, it will not be able to tell whether a given cluster is of a cycle or not, as it is unlabeled. Finding customer segments based on common characteristics such as demographics or behaviors is an example of unsupervised learning.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">18. What is reinforcement learning? Explain with the help of an example.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>There are no labeled datasets or results tied to the data in reinforcement learning. Because of this, the accurate target output values are unknown. Therefore, the only way to successfully predict a given input is to gain experience. In this case, the exact information is unavailable; only the critical information is. An algorithm receives positive reinforcement for each wise move or choice it makes.</p><p>On the other hand, negative reinforcement is given for every incorrect action. It gains knowledge of the types of actions that must be taken. Industrial automation can benefit from this kind of learning.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">19. Explain the importance of feedback in a neural network.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>This is one of the most frequently asked AI questions and answers. Neural networks learn through an element of feedback. The feedback allows the network to evaluate the model output. It is like the feedback mechanism that we see in humans. If we touch something hot, we immediately take back our hands and, next time, stay cautious of hot substances. Our senses provide us with feedback during our first encounter with hot substances that might hurt us. Artificial neural networks have similar learning patterns through feedback. Based on the feedback, the threshold and the weights are modified. This process is repeated with every input, and the system continues to learn.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">20. Explain the McCullouch-Pitts Neuron.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>The McCullouch-Pitts neuron or M-P neuron is one of the most basic neural networks. The network has a binary activation function and suits for binary tasks. The M-P neurons are connected by directed weighted links that may be positive or negative. There is a fixed threshold for each neuron, and if the net input to it is greater than the threshold, the neuron output is positive. For the net input less than the threshold, the neuron's output is negative. These are mostly used in logic functions.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">21. What is the learning rate? Explain the impact of the learning rate on the algorithm.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>The learning rate of an artificial neural network determines the rate at which we want the algorithm to perform the training of the network. Learning refers to the weight adjustment at each step of training. This can be controlled using the learning rate. It is represented using ‘α.’ The value of the learning rate ranges from 0 to 1. It is determined at each step during the training process. A smaller learning rate might give the most accurate results but requires more time and computing resources. A higher learning rate will train the network quickly but might not produce the best results. Therefore, deciding on a learning rate will provide the right balance is important. This can be decided after running through certain iterations of training using a random learning rate and then adjusting it accordingly.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">22. What do you understand by white box and black box models?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>An AI system processes the data we input into it, performs intricate mathematical calculations, and outputs a result. It is impossible for humans to comprehend the algorithms and intricate mathematics required to carry out this procedure manually, and it would take a lot of time. A situation like this is referred to as "black-box learning." Black-box models come in many forms, including random forests, neural networks, and others. Models with simple logic and straightforward interpretation include linear regression, KNN, decision trees, etc. These kinds of models are known as white box models since the underlying logic or algorithm is simple to comprehend.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">23. What are some of the widely used python programming libraries for building AI applications?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">Python</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">is th</span><span data-ccp-charstyle="normaltextrun">e mos</span><span data-ccp-charstyle="normaltextrun">t&nbsp;</span><span data-ccp-charstyle="normaltextrun">wide</span><span data-ccp-charstyle="normaltextrun">ly&nbsp;</span><span data-ccp-charstyle="normaltextrun">u</span><span data-ccp-charstyle="normaltextrun">sed la</span><span data-ccp-charstyle="normaltextrun">ngua</span><span data-ccp-charstyle="normaltextrun">ge</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">in</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Data</span><span data-ccp-charstyle="normaltextrun">&nbsp;Analy</span><span data-ccp-charstyle="normaltextrun">t</span><span data-ccp-charstyle="normaltextrun">ics</span><span data-ccp-charstyle="normaltextrun">, Ma</span><span data-ccp-charstyle="normaltextrun">ch</span><span data-ccp-charstyle="normaltextrun">ine L</span><span data-ccp-charstyle="normaltextrun">earni</span><span data-ccp-charstyle="normaltextrun">ng</span><span data-ccp-charstyle="normaltextrun">,&nbsp;</span><span data-ccp-charstyle="normaltextrun">and</span><span data-ccp-charstyle="normaltextrun">&nbsp;A</span><span data-ccp-charstyle="normaltextrun">rt</span><span data-ccp-charstyle="normaltextrun">ifici</span><span data-ccp-charstyle="normaltextrun">al In</span><span data-ccp-charstyle="normaltextrun">te</span><span data-ccp-charstyle="normaltextrun">lligenc</span><span data-ccp-charstyle="normaltextrun">e</span><span data-ccp-charstyle="normaltextrun">.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">The</span><span data-ccp-charstyle="normaltextrun">&nbsp;d</span><span data-ccp-charstyle="normaltextrun">iffe</span><span data-ccp-charstyle="normaltextrun">ren</span><span data-ccp-charstyle="normaltextrun">t frame</span><span data-ccp-charstyle="normaltextrun">wor</span><span data-ccp-charstyle="normaltextrun">ks&nbsp;</span><span data-ccp-charstyle="normaltextrun">a</span><span data-ccp-charstyle="normaltextrun">nd lib</span><span data-ccp-charstyle="normaltextrun">r</span><span data-ccp-charstyle="normaltextrun">aries&nbsp;</span><span data-ccp-charstyle="normaltextrun">ma</span><span data-ccp-charstyle="normaltextrun">ke th</span><span data-ccp-charstyle="normaltextrun">e&nbsp;</span><span data-ccp-charstyle="normaltextrun">pyt</span><span data-ccp-charstyle="normaltextrun">hon</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">p</span><span data-ccp-charstyle="normaltextrun">rogr</span><span data-ccp-charstyle="normaltextrun">am</span><span data-ccp-charstyle="normaltextrun">mi</span><span data-ccp-charstyle="normaltextrun">ng</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">la</span><span data-ccp-charstyle="normaltextrun">nguage&nbsp;</span><span data-ccp-charstyle="normaltextrun">the mos</span><span data-ccp-charstyle="normaltextrun">t v</span><span data-ccp-charstyle="normaltextrun">ersa</span><span data-ccp-charstyle="normaltextrun">tile</span><span data-ccp-charstyle="normaltextrun">&nbsp;l</span><span data-ccp-charstyle="normaltextrun">i</span><span data-ccp-charstyle="normaltextrun">br</span><span data-ccp-charstyle="normaltextrun">ary f</span><span data-ccp-charstyle="normaltextrun">or</span><span data-ccp-charstyle="normaltextrun">&nbsp;thes</span><span data-ccp-charstyle="normaltextrun">e</span><span data-ccp-charstyle="normaltextrun">&nbsp;ap</span><span data-ccp-charstyle="normaltextrun">p</span><span data-ccp-charstyle="normaltextrun">li</span><span data-ccp-charstyle="normaltextrun">c</span><span data-ccp-charstyle="normaltextrun">ations</span><span data-ccp-charstyle="normaltextrun">.</span><span data-ccp-charstyle="normaltextrun">&nbsp;Some</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">of t</span><span data-ccp-charstyle="normaltextrun">hes</span><span data-ccp-charstyle="normaltextrun">e libra</span><span data-ccp-charstyle="normaltextrun">r</span><span data-ccp-charstyle="normaltextrun">ies in</span><span data-ccp-charstyle="normaltextrun">clu</span><span data-ccp-charstyle="normaltextrun">de:</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Scikit-Learn</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span></span><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">is&nbsp;</span><span data-ccp-charstyle="normaltextrun">a fre</span><span data-ccp-charstyle="normaltextrun">e</span><span data-ccp-charstyle="normaltextrun">&nbsp;python l</span><span data-ccp-charstyle="normaltextrun">ibr</span><span data-ccp-charstyle="normaltextrun">ary that incl</span><span data-ccp-charstyle="normaltextrun">ud</span><span data-ccp-charstyle="normaltextrun">es all the&nbsp;</span><span data-ccp-charstyle="normaltextrun">basic a</span><span data-ccp-charstyle="normaltextrun">nd int</span><span data-ccp-charstyle="normaltextrun">ermediate mo</span><span data-ccp-charstyle="normaltextrun">d</span><span data-ccp-charstyle="normaltextrun">els&nbsp;</span><span data-ccp-charstyle="normaltextrun">required</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">for&nbsp;</span><span data-ccp-charstyle="normaltextrun">building&nbsp;</span><span data-ccp-charstyle="normaltextrun">supervise</span><span data-ccp-charstyle="normaltextrun">d an</span><span data-ccp-charstyle="normaltextrun">d unsupervise</span><span data-ccp-charstyle="normaltextrun">d</span><span data-ccp-charstyle="normaltextrun">&nbsp;models. It&nbsp;</span><span data-ccp-charstyle="normaltextrun">is bui</span><span data-ccp-charstyle="normaltextrun">lt on t</span><span data-ccp-charstyle="normaltextrun">op of&nbsp;</span><span data-ccp-charstyle="normaltextrun">the&nbsp;</span><span data-ccp-charstyle="normaltextrun">S</span><span data-ccp-charstyle="normaltextrun">ci</span><span data-ccp-charstyle="normaltextrun">Py library an</span><span data-ccp-charstyle="normaltextrun">d c</span><span data-ccp-charstyle="normaltextrun">omes with&nbsp;</span><span data-ccp-charstyle="normaltextrun">a BSD li</span><span data-ccp-charstyle="normaltextrun">cense</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Pytorch</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span></span><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">is&nbsp;</span><span data-ccp-charstyle="normaltextrun">a&nbsp;</span><span data-ccp-charstyle="normaltextrun">machin</span><span data-ccp-charstyle="normaltextrun">e-</span><span data-ccp-charstyle="normaltextrun">learni</span><span data-ccp-charstyle="normaltextrun">ng</span><span data-ccp-charstyle="normaltextrun">&nbsp;f</span><span data-ccp-charstyle="normaltextrun">ram</span><span data-ccp-charstyle="normaltextrun">e</span><span data-ccp-charstyle="normaltextrun">work bui</span><span data-ccp-charstyle="normaltextrun">lt o</span><span data-ccp-charstyle="normaltextrun">n&nbsp;</span><span data-ccp-charstyle="normaltextrun">to</span><span data-ccp-charstyle="normaltextrun">p of the</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Tor</span><span data-ccp-charstyle="normaltextrun">ch l</span><span data-ccp-charstyle="normaltextrun">ibrary</span><span data-ccp-charstyle="normaltextrun">.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">It also&nbsp;</span><span data-ccp-charstyle="normaltextrun">co</span><span data-ccp-charstyle="normaltextrun">m</span><span data-ccp-charstyle="normaltextrun">es wi</span><span data-ccp-charstyle="normaltextrun">th a B</span><span data-ccp-charstyle="normaltextrun">SD</span><span data-ccp-charstyle="normaltextrun">&nbsp;lic</span><span data-ccp-charstyle="normaltextrun">ense</span><span data-ccp-charstyle="normaltextrun">&nbsp;and&nbsp;</span><span data-ccp-charstyle="normaltextrun">is&nbsp;</span><span data-ccp-charstyle="normaltextrun">used</span><span data-ccp-charstyle="normaltextrun">&nbsp;m</span><span data-ccp-charstyle="normaltextrun">os</span><span data-ccp-charstyle="normaltextrun">tl</span><span data-ccp-charstyle="normaltextrun">y for&nbsp;</span><span data-ccp-charstyle="normaltextrun">predict</span><span data-ccp-charstyle="normaltextrun">i</span><span data-ccp-charstyle="normaltextrun">ve&nbsp;</span><span data-ccp-charstyle="normaltextrun">model</span><span data-ccp-charstyle="normaltextrun">ing</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">an</span><span data-ccp-charstyle="normaltextrun">d&nbsp;</span><span data-ccp-charstyle="normaltextrun">c</span><span data-ccp-charstyle="normaltextrun">omputer</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">vision&nbsp;</span><span data-ccp-charstyle="normaltextrun">app</span><span data-ccp-charstyle="normaltextrun">lic</span><span data-ccp-charstyle="normaltextrun">at</span><span data-ccp-charstyle="normaltextrun">ions.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">TensorFlow</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span></span><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">–</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">It is one of the popular deep learning frameworks created by Google. It consists of pre-trained models and even&nbsp;</span><span data-ccp-charstyle="normaltextrun">the ability</span><span data-ccp-charstyle="normaltextrun">&nbsp;to perform transfer learning. There is an excellent community that&nbsp;</span><span data-ccp-charstyle="normaltextrun">provides</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">support,</span><span data-ccp-charstyle="normaltextrun">&nbsp;which becomes an added advantage.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">NLTK</span></span><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">&nbsp;-&nbsp;</span><span data-ccp-charstyle="normaltextrun">NLTK stands for Natural Language Toolkit. It is one of the most powerful NLP libraries</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">which</span><span data-ccp-charstyle="normaltextrun">&nbsp;helps make machines understand human language and respond to it appropriately.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">I</span><span data-ccp-charstyle="normaltextrun">t contains</span><span data-ccp-charstyle="normaltextrun">&nbsp;all the necessary functions to perform text processing and even&nbsp;</span><span data-ccp-charstyle="normaltextrun">create</span><span data-ccp-charstyle="normaltextrun">&nbsp;models&nbsp;</span><span data-ccp-charstyle="normaltextrun">for</span><span data-ccp-charstyle="normaltextrun">&nbsp;text-specific&nbsp;</span><span data-ccp-charstyle="normaltextrun">use cases.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">OpenCV</span></span><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">&nbsp;– It is&nbsp;</span><span data-ccp-charstyle="normaltextrun">a&nbsp;</span><span data-ccp-charstyle="normaltextrun">synonym</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">for</span><span data-ccp-charstyle="normaltextrun">&nbsp;real</span><span data-ccp-charstyle="normaltextrun">-time computer</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">vis</span><span data-ccp-charstyle="normaltextrun">ion.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Th</span><span data-ccp-charstyle="normaltextrun">is&nbsp;</span><span data-ccp-charstyle="normaltextrun">open-source library</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">helps&nbsp;</span><span data-ccp-charstyle="normaltextrun">wi</span><span data-ccp-charstyle="normaltextrun">th</span><span data-ccp-charstyle="normaltextrun">&nbsp;imag</span><span data-ccp-charstyle="normaltextrun">e</span><span data-ccp-charstyle="normaltextrun">&nbsp;pro</span><span data-ccp-charstyle="normaltextrun">cessing an</span><span data-ccp-charstyle="normaltextrun">d c</span><span data-ccp-charstyle="normaltextrun">omputer v</span><span data-ccp-charstyle="normaltextrun">i</span><span data-ccp-charstyle="normaltextrun">si</span><span data-ccp-charstyle="normaltextrun">on applicatio</span><span data-ccp-charstyle="normaltextrun">ns</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li></ul><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">24. What are the domains and applications of Artificial Intelligence?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">The different applications of Artificial Intelligence are:</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Machine learning</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">In this type of learning, the system automatically identifies patterns and tries to make estimates without&nbsp;</span><span data-ccp-charstyle="normaltextrun">requiring</span><span data-ccp-charstyle="normaltextrun">&nbsp;clear programming instructions.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Robotics</strong></span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"><strong>&nbsp;</strong></span></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Robotics entails the creation, maintenance, use, and operation of robots.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Robotics aims to create devices that can aid and support people.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Self-driving cars</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">A self-driving car</span><span data-ccp-charstyle="normaltextrun">&nbsp;often referred t</span><span data-ccp-charstyle="normaltextrun">o&nbsp;</span><span data-ccp-charstyle="normaltextrun">as an autonomous</span><span data-ccp-charstyle="normaltextrun">&nbsp;ca</span><span data-ccp-charstyle="normaltextrun">r, is a vehicle</span><span data-ccp-charstyle="normaltextrun">&nbsp;tha</span><span data-ccp-charstyle="normaltextrun">t has been aut</span><span data-ccp-charstyle="normaltextrun">omate</span><span data-ccp-charstyle="normaltextrun">d to the poin</span><span data-ccp-charstyle="normaltextrun">t wher</span><span data-ccp-charstyle="normaltextrun">e it can sen</span><span data-ccp-charstyle="normaltextrun">se its&nbsp;</span><span data-ccp-charstyle="normaltextrun">surrounding</span><span data-ccp-charstyle="normaltextrun">s and mo</span><span data-ccp-charstyle="normaltextrun">ve safely&nbsp;</span><span data-ccp-charstyle="normaltextrun">with litt</span><span data-ccp-charstyle="normaltextrun">le to no&nbsp;</span><span data-ccp-charstyle="normaltextrun">human inte</span><span data-ccp-charstyle="normaltextrun">rvention</span><span data-ccp-charstyle="normaltextrun">.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Tesla is&nbsp;</span><span data-ccp-charstyle="normaltextrun">renowne</span><span data-ccp-charstyle="normaltextrun">d for buildi</span><span data-ccp-charstyle="normaltextrun">ng dri</span><span data-ccp-charstyle="normaltextrun">verless vehic</span><span data-ccp-charstyle="normaltextrun">les.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Natural Language Processing</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">The ability of&nbsp;</span><span data-ccp-charstyle="normaltextrun">computer</span><span data-ccp-charstyle="normaltextrun">&nbsp;software to comprehend spoken and written human language is known as natural language processing (NLP).</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">It is a part of artificial intelligence.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">For instance, the typing assistant Grammarly employs AI to check for spelling, grammatical, and punctuation errors.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Spe</strong></span><strong><span data-ccp-charstyle="normaltextrun">e</span><span data-ccp-charstyle="normaltextrun">ch Recognition</span></strong></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Speech recognition is an AI technology that enables the recognition and translation of spoken language into text by computers Services such as Amazon Alexa</span><span data-ccp-charstyle="normaltextrun">&nbsp;and Google Assistant&nbsp;</span><span data-ccp-charstyle="normaltextrun">is</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">an examples</span><span data-ccp-charstyle="normaltextrun">&nbsp;of speech recognition.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Personalization</strong></span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}"><strong>&nbsp;</strong></span></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Personalized experiences on websites and apps that are determined by a user's location, search history,&nbsp;</span><span data-ccp-charstyle="normaltextrun">etc.</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">are</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">an application</span><span data-ccp-charstyle="normaltextrun">&nbsp;of AI.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Amazon, Flipkart, Google, Instagram, Facebook,&nbsp;</span><span data-ccp-charstyle="normaltextrun">etc.</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;can provide AI-generat</span><span data-ccp-charstyle="normaltextrun">ed recom</span><span data-ccp-charstyle="normaltextrun">men</span><span data-ccp-charstyle="normaltextrun">dati</span><span data-ccp-charstyle="normaltextrun">ons based on each user's experience.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">25. Mention the types of data in Artificial Intelligence.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">Data is the core aspect of any Artificial Intelligence system. Data for AI systems can be categorized as</span><span data-ccp-charstyle="normaltextrun">&nbsp;follows</span><span data-ccp-charstyle="normaltextrun">:&nbsp;</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Structured Data</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">This sort of data is typically kept in relational databases in tabular form and has a specified data schema.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Train timetables, stock information, and sales data from a certain retailer are a few typical examples of this type of data.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Unstructured Data</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">There is no fixed structure for this kind of data.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">It can appear in any way.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Most</span><span data-ccp-charstyle="normaltextrun">&nbsp;data in the world&nbsp;</span><span data-ccp-charstyle="normaltextrun">is</span><span data-ccp-charstyle="normaltextrun">&nbsp;available in this format.</span><span data-ccp-charstyle="normaltextrun">&nbsp;Audio data, video or image data, textual data, etc.</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;can be categorized as unstructured data.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Semi-structured data</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">The structure of this type of data combines the advantages of both structured a</span><span data-ccp-charstyle="normaltextrun">nd</span><span data-ccp-charstyle="normaltextrun">&nbsp;unstructured data.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">This information is not rationally arranged.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Nevertheless, it features a few&nbsp;</span><span data-ccp-charstyle="normaltextrun">different types</span><span data-ccp-charstyle="normaltextrun">&nbsp;of tags and markers that give it a recognizable structure.</span><span data-ccp-charstyle="normaltextrun">&nbsp;JSON file formats are an example of semi-structured data.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p></div></div></div></div><div class="relative"><div class="mt-spacing20 z-10 relative text-center flex justify-center mt-0"><button class="flex items-center gap-x-spacing8 py-spacing4"><span class="text-sm underline font-semibold text-mono-black">View all questions</span><i class="icon-chevron-down-double text-xl leading-5 text-neutral-800"></i></button></div><div class="absolute bottom-0 block h-32 w-full bg-gradient-to-t from-subdued/100 from-30% md:from-40%"></div></div></div></div></div><div class="hidden"><div><div class="text-xl text-neutral-800 mb-spacing20 font-bold">Intermediate</div><div class="relative w-full"><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-primary-main outline-2 shadow-card hover:shadow-card visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-t-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden">1. Explain the basic learning method adopted by artificial neural networks.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-0 text-neutral-800"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">Consider we are working on a regression task where&nbsp;</span><span data-ccp-charstyle="normaltextrun">3 input variables or neurons&nbsp;</span><span data-ccp-charstyle="normaltextrun">are&nbsp;</span><span data-ccp-charstyle="normaltextrun">present in t</span><span data-ccp-charstyle="normaltextrun">he input layer.</span><span data-ccp-charstyle="normaltextrun">&nbsp;The&nbsp;</span><span data-ccp-charstyle="normaltextrun">output layer will consist of a&nbsp;</span><span data-ccp-charstyle="normaltextrun">single neuron which will&nbsp;</span><span data-ccp-charstyle="normaltextrun">ou</span><span data-ccp-charstyle="normaltextrun">tpu</span><span data-ccp-charstyle="normaltextrun">t</span><span data-ccp-charstyle="normaltextrun">&nbsp;a real value for th</span><span data-ccp-charstyle="normaltextrun">e regression. We have one hidd</span><span data-ccp-charstyle="normaltextrun">en layer i</span><span data-ccp-charstyle="normaltextrun">n the netwo</span><span data-ccp-charstyle="normaltextrun">rk with three n</span><span data-ccp-charstyle="normaltextrun">eurons. Each input neuron is connec</span><span data-ccp-charstyle="normaltextrun">t</span><span data-ccp-charstyle="normaltextrun">ed to&nbsp;</span><span data-ccp-charstyle="normaltextrun">the</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">hidden layer's other neurons</span><span data-ccp-charstyle="normaltextrun">.</span><span data-ccp-charstyle="normaltextrun">&nbsp;Le</span><span data-ccp-charstyle="normaltextrun">t w11,</span><span data-ccp-charstyle="normaltextrun">&nbsp;w12, and w13 be the weights connected fro</span><span data-ccp-charstyle="normaltextrun">m input neuron x1 t</span><span data-ccp-charstyle="normaltextrun">o neurons z1, z2, and z</span><span data-ccp-charstyle="normaltextrun">3 present</span><span data-ccp-charstyle="normaltextrun">&nbsp;in the h</span><span data-ccp-charstyle="normaltextrun">idden&nbsp;</span><span data-ccp-charstyle="normaltextrun">layer,</span><span data-ccp-charstyle="normaltextrun">&nbsp;respect</span><span data-ccp-charstyle="normaltextrun">ively. Similarly, we h</span><span data-ccp-charstyle="normaltextrun">ave w21, w22</span><span data-ccp-charstyle="normaltextrun">, and w23</span><span data-ccp-charstyle="normaltextrun">&nbsp;from inp</span><span data-ccp-charstyle="normaltextrun">ut neuron</span><span data-ccp-charstyle="normaltextrun">&nbsp;x2 to neuro</span><span data-ccp-charstyle="normaltextrun">ns z1, z2, and&nbsp;</span><span data-ccp-charstyle="normaltextrun">z3,</span><span data-ccp-charstyle="normaltextrun">&nbsp;respe</span><span data-ccp-charstyle="normaltextrun">ctively. Followed by, w31</span><span data-ccp-charstyle="normaltextrun">,&nbsp;</span><span data-ccp-charstyle="normaltextrun">w32, and w3</span><span data-ccp-charstyle="normaltextrun">3 f</span><span data-ccp-charstyle="normaltextrun">rom&nbsp;</span><span data-ccp-charstyle="normaltextrun">i</span><span data-ccp-charstyle="normaltextrun">nput neuron x3 to neurons z1, z2</span><span data-ccp-charstyle="normaltextrun">, and&nbsp;</span><span data-ccp-charstyle="normaltextrun">z3</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;respectively. The weights of&nbsp;</span><span data-ccp-charstyle="normaltextrun">the&nbsp;</span><span data-ccp-charstyle="normaltextrun">links pr</span><span data-ccp-charstyle="normaltextrun">esent&nbsp;</span><span data-ccp-charstyle="normaltextrun">between&nbsp;</span><span data-ccp-charstyle="normaltextrun">the&nbsp;</span><span data-ccp-charstyle="normaltextrun">hidden</span><span data-ccp-charstyle="normaltextrun">&nbsp;layer and the output layer</span><span data-ccp-charstyle="normaltextrun">&nbsp;are v1, v2, and v3</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;connect</span><span data-ccp-charstyle="normaltextrun">ing the respectiv</span><span data-ccp-charstyle="normaltextrun">e neur</span><span data-ccp-charstyle="normaltextrun">ons</span><span data-ccp-charstyle="normaltextrun">&nbsp;from each of these layers. The out</span><span data-ccp-charstyle="normaltextrun">put is also c</span><span data-ccp-charstyle="normaltextrun">onnected to a bias term</span><span data-ccp-charstyle="normaltextrun">&nbsp;‘b</span><span data-ccp-charstyle="normaltextrun">.’</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span>&nbsp;</p><p><img alt="Image" loading="lazy" width="100" height="100" decoding="async"  class="fr-fic fr-dib" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1478104724775-8bd31ff3e44b?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">There are several iterations that are performed before we&nbsp;</span><span data-ccp-charstyle="normaltextrun">come up with</span><span data-ccp-charstyle="normaltextrun">&nbsp;some satisfactory results. While we are propagating from&nbsp;</span><span data-ccp-charstyle="normaltextrun">the&nbsp;</span><span data-ccp-charstyle="normaltextrun">input layer to the hidden layer, x1, x2, and x3 act as the input</span><span data-ccp-charstyle="normaltextrun">&nbsp;neurons</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">which</span><span data-ccp-charstyle="normaltextrun">&nbsp;are multiplied to the respective weights while&nbsp;</span><span data-ccp-charstyle="normaltextrun">tr</span><span data-ccp-charstyle="normaltextrun">aversing to the hidden layer. The hidden layer will sum all the inputs it receives from this link and outputs it to the next lay</span><span data-ccp-charstyle="normaltextrun">er. Before the next&nbsp;</span><span data-ccp-charstyle="normaltextrun">la</span><span data-ccp-charstyle="normaltextrun">yer consum</span><span data-ccp-charstyle="normaltextrun">es the output from the hidden layer as its input, it is again multiplied with its respective wei</span><span data-ccp-charstyle="normaltextrun">ghts v1, v2, and v3. The output from&nbsp;</span><span data-ccp-charstyle="normaltextrun">neuron</span><span data-ccp-charstyle="normaltextrun">&nbsp;y is then compared to the desired output. The loss i</span><span data-ccp-charstyle="normaltextrun">s&nbsp;</span><span data-ccp-charstyle="normaltextrun">c</span><span data-ccp-charstyle="normaltextrun">alculated</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">as</span><span data-ccp-charstyle="normaltextrun">&nbsp;th</span><span data-ccp-charstyle="normaltextrun">e difference b</span><span data-ccp-charstyle="normaltextrun">etween the actual output from the network and the desired output. The weights are then adjusted with respect to this loss</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;and th</span><span data-ccp-charstyle="normaltextrun">e same steps are repeated in the next iterat</span><span data-ccp-charstyle="normaltextrun">ion.</span><span data-ccp-charstyle="normaltextrun">&nbsp;The network starts&nbsp;</span><span data-ccp-charstyle="normaltextrun">to minimize the loss</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;and then there&nbsp;</span><span data-ccp-charstyle="normaltextrun">comes the point</span><span data-ccp-charstyle="normaltextrun">&nbsp;where the&nbsp;</span><span data-ccp-charstyle="normaltextrun">loss starts to increase.&nbsp;</span><span data-ccp-charstyle="normaltextrun">In</span><span data-ccp-charstyle="normaltextrun">&nbsp;that instance, we can consider reducing the learning rate to reach the minimum value</span><span data-ccp-charstyle="normaltextrun">. Thi</span><span data-ccp-charstyle="normaltextrun">s i</span><span data-ccp-charstyle="normaltextrun">s&nbsp;</span><span data-ccp-charstyle="normaltextrun">like</span><span data-ccp-charstyle="normaltextrun">&nbsp;gra</span><span data-ccp-charstyle="normaltextrun">dient descen</span><span data-ccp-charstyle="normaltextrun">t&nbsp;</span><span data-ccp-charstyle="normaltextrun">meth</span><span data-ccp-charstyle="normaltextrun">odology</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span>&nbsp;</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">2. What happens in back propagation-based artificial neural network-based learning systems?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">Common interview questions for artificial intelligence, don't miss this one. The back&nbsp;</span><span data-ccp-charstyle="normaltextrun">propagation-based</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">artificia</span><span data-ccp-charstyle="normaltextrun">l neural&nbsp;</span><span data-ccp-charstyle="normaltextrun">network</span><span data-ccp-charstyle="normaltextrun">s&nbsp;</span><span data-ccp-charstyle="normaltextrun">follow</span><span data-ccp-charstyle="normaltextrun">&nbsp;t</span><span data-ccp-charstyle="normaltextrun">he backpropagation</span><span data-ccp-charstyle="normaltextrun">&nbsp;algorit</span><span data-ccp-charstyle="normaltextrun">hm</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">which</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">aims&nbsp;</span><span data-ccp-charstyle="normaltextrun">to g</span><span data-ccp-charstyle="normaltextrun">eneralize</span><span data-ccp-charstyle="normaltextrun">&nbsp;the&nbsp;</span><span data-ccp-charstyle="normaltextrun">trai</span><span data-ccp-charstyle="normaltextrun">ning</span><span data-ccp-charstyle="normaltextrun">&nbsp;s</span><span data-ccp-charstyle="normaltextrun">et&nbsp;</span><span data-ccp-charstyle="normaltextrun">to achiev</span><span data-ccp-charstyle="normaltextrun">e&nbsp;</span><span data-ccp-charstyle="normaltextrun">the net</span><span data-ccp-charstyle="normaltextrun">wor</span><span data-ccp-charstyle="normaltextrun">k’s ab</span><span data-ccp-charstyle="normaltextrun">il</span><span data-ccp-charstyle="normaltextrun">ity to&nbsp;</span><span data-ccp-charstyle="normaltextrun">generate&nbsp;</span><span data-ccp-charstyle="normaltextrun">the&nbsp;</span><span data-ccp-charstyle="normaltextrun">de</span><span data-ccp-charstyle="normaltextrun">s</span><span data-ccp-charstyle="normaltextrun">ir</span><span data-ccp-charstyle="normaltextrun">ed o</span><span data-ccp-charstyle="normaltextrun">utput.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">The&nbsp;</span><span data-ccp-charstyle="normaltextrun">back</span><span data-ccp-charstyle="normaltextrun">&nbsp;pro</span><span data-ccp-charstyle="normaltextrun">paga</span><span data-ccp-charstyle="normaltextrun">tion</span><span data-ccp-charstyle="normaltextrun">&nbsp;lea</span><span data-ccp-charstyle="normaltextrun">rnin</span><span data-ccp-charstyle="normaltextrun">g al</span><span data-ccp-charstyle="normaltextrun">gori</span><span data-ccp-charstyle="normaltextrun">thm&nbsp;</span><span data-ccp-charstyle="normaltextrun">is a</span><span data-ccp-charstyle="normaltextrun">ppli</span><span data-ccp-charstyle="normaltextrun">ed t</span><span data-ccp-charstyle="normaltextrun">o&nbsp;</span><span data-ccp-charstyle="normaltextrun">a&nbsp;</span><span data-ccp-charstyle="normaltextrun">mu</span><span data-ccp-charstyle="normaltextrun">lt</span><span data-ccp-charstyle="normaltextrun">i-</span><span data-ccp-charstyle="normaltextrun">la</span><span data-ccp-charstyle="normaltextrun">ye</span><span data-ccp-charstyle="normaltextrun">r</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">fe</span><span data-ccp-charstyle="normaltextrun">ed</span><span data-ccp-charstyle="normaltextrun">-f</span><span data-ccp-charstyle="normaltextrun">or</span><span data-ccp-charstyle="normaltextrun">wa</span><span data-ccp-charstyle="normaltextrun">rd</span><span data-ccp-charstyle="normaltextrun">&nbsp;n</span><span data-ccp-charstyle="normaltextrun">et</span><span data-ccp-charstyle="normaltextrun">wo</span><span data-ccp-charstyle="normaltextrun">rk</span><span data-ccp-charstyle="normaltextrun">.&nbsp;</span><span data-ccp-charstyle="normaltextrun">A&nbsp;</span><span data-ccp-charstyle="normaltextrun">mu</span><span data-ccp-charstyle="normaltextrun">lt</span><span data-ccp-charstyle="normaltextrun">i-</span><span data-ccp-charstyle="normaltextrun">la</span><span data-ccp-charstyle="normaltextrun">ye</span><span data-ccp-charstyle="normaltextrun">r&nbsp;</span><span data-ccp-charstyle="normaltextrun">fe</span><span data-ccp-charstyle="normaltextrun">ed</span><span data-ccp-charstyle="normaltextrun">-f</span><span data-ccp-charstyle="normaltextrun">or</span><span data-ccp-charstyle="normaltextrun">wa</span><span data-ccp-charstyle="normaltextrun">rd</span><span data-ccp-charstyle="normaltextrun">&nbsp;n</span><span data-ccp-charstyle="normaltextrun">et</span><span data-ccp-charstyle="normaltextrun">wo</span><span data-ccp-charstyle="normaltextrun">rk</span><span data-ccp-charstyle="normaltextrun">&nbsp;c</span><span data-ccp-charstyle="normaltextrun">on</span><span data-ccp-charstyle="normaltextrun">si</span><span data-ccp-charstyle="normaltextrun">st</span><span data-ccp-charstyle="normaltextrun">s&nbsp;</span><span data-ccp-charstyle="normaltextrun">of</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">an&nbsp;</span><span data-ccp-charstyle="normaltextrun">i</span><span data-ccp-charstyle="normaltextrun">np</span><span data-ccp-charstyle="normaltextrun">ut</span><span data-ccp-charstyle="normaltextrun">&nbsp;l</span><span data-ccp-charstyle="normaltextrun">ay</span><span data-ccp-charstyle="normaltextrun">er</span><span data-ccp-charstyle="normaltextrun">&nbsp;h</span><span data-ccp-charstyle="normaltextrun">id</span><span data-ccp-charstyle="normaltextrun">de</span><span data-ccp-charstyle="normaltextrun">n</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">la</span><span data-ccp-charstyle="normaltextrun">ye</span><span data-ccp-charstyle="normaltextrun">r,</span><span data-ccp-charstyle="normaltextrun">&nbsp;a</span><span data-ccp-charstyle="normaltextrun">nd</span><span data-ccp-charstyle="normaltextrun">&nbsp;a</span><span data-ccp-charstyle="normaltextrun">n&nbsp;</span><span data-ccp-charstyle="normaltextrun">ou</span><span data-ccp-charstyle="normaltextrun">tp</span><span data-ccp-charstyle="normaltextrun">ut</span><span data-ccp-charstyle="normaltextrun">&nbsp;l</span><span data-ccp-charstyle="normaltextrun">ay</span><span data-ccp-charstyle="normaltextrun">er</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">It uses a&nbsp;</span><span data-ccp-charstyle="normaltextrun">monotonically increasing&nbsp;</span><span data-ccp-charstyle="normaltextrun">differentiable activation function.&nbsp;</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">It also uses the gradient-descent-based approach to modify the weights during network training.</span><span data-ccp-charstyle="normaltextrun">&nbsp;The weights are updated by computing the errors generated due to the difference in actual output and desired output.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">The gradient descent approach is&nbsp;</span><span data-ccp-charstyle="normaltextrun">very slow</span><span data-ccp-charstyle="normaltextrun">&nbsp;to train the network if the learning rate is&nbsp;</span><span data-ccp-charstyle="normaltextrun">small</span><span data-ccp-charstyle="normaltextrun">. With&nbsp;</span><span data-ccp-charstyle="normaltextrun">a&nbsp;</span><span data-ccp-charstyle="normaltextrun">high</span><span data-ccp-charstyle="normaltextrun">&nbsp;learning rate, the gradient descent bounces too much</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;which speeds up th</span><span data-ccp-charstyle="normaltextrun">e training</span><span data-ccp-charstyle="normaltextrun">&nbsp;process with&nbsp;</span><span data-ccp-charstyle="normaltextrun">less&nbsp;</span><span data-ccp-charstyle="normaltextrun">acc</span><span data-ccp-charstyle="normaltextrun">urate</span><span data-ccp-charstyle="normaltextrun">&nbsp;output.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">The network can contain one or more hidden layers. With more hidden layers, the training gets complex.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Once the training is complete, the network can produce output quickly.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">A bias term</span><span data-ccp-charstyle="normaltextrun">&nbsp;acts as a weigh</span><span data-ccp-charstyle="normaltextrun">t for the</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">neurons pre</span><span data-ccp-charstyle="normaltextrun">sent in the h</span><span data-ccp-charstyle="normaltextrun">id</span><span data-ccp-charstyle="normaltextrun">den la</span><span data-ccp-charstyle="normaltextrun">yer&nbsp;</span><span data-ccp-charstyle="normaltextrun">and</span><span data-ccp-charstyle="normaltextrun">&nbsp;th</span><span data-ccp-charstyle="normaltextrun">e o</span><span data-ccp-charstyle="normaltextrun">u</span><span data-ccp-charstyle="normaltextrun">tput layer.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li></ul><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">3. What is Turing Test?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Alan Turing is credited with deciphering Nazi codes and assisting the Allies in winning World War I. He is also credited for creating the Turing Test and becoming modern computers' founder. The test was first created to determine whether a conversation between humans and artificial intelligence, displayed simply in text, could trick a human. A machine is said to have human intelligence if it can have a conversation with a human without being recognized as a machine. However, it has since become shorthand for any Al that can fool a person into trusting they are witnessing or interacting with a real human.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">4. What do you understand by the term transfer learning? Why is it important in AI systems?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Once an AI system has learned something, it can continue to build on its existing knowledge. Every artificial neural network requires massive amounts of data for effective training of the model. Therefore, it is not a good idea to train a neural network that requires massive amounts of data to be trained from scratch. Instead, we can always find a pre-trained model that can achieve similar tasks. The pre-trained model is reused in a new learning model. If the two models are developed to perform similar tasks, then generalized knowledge can be shared between them. We reuse the lower layers of the pre-trained model, which not only requires less training data but also speeds up the training time significantly. This idea of re-training on a pre-trained model instead of training it from scratch is known as transfer learning. Transfer learning is becoming increasingly popular with Google, Microsoft, Hugging face, etc., training models for a widespread use case on the already available big data with them. For instance, to train a text similarity model or sentiment analyzer model, we can make use of pre-trained models like BERT or MLNet and perform transfer learning on these models to generalize to a specific use case.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">5. What is Natural Language Processing? Mention some of the areas where it plays a key role.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">Natural language processing is a subfield of artificial intelligence concerned with the interactions between computers and human language, with a focus on how to design computers to handle and interpret massive volumes of natural language data.&nbsp;</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Following&nbsp;</span><span data-ccp-charstyle="normaltextrun">are</span><span data-ccp-charstyle="normaltextrun">&nbsp;some of</span><span data-ccp-charstyle="normaltextrun">&nbsp;the</span><span data-ccp-charstyle="normaltextrun">&nbsp;appli</span><span data-ccp-charstyle="normaltextrun">cation</span><span data-ccp-charstyle="normaltextrun">s of</span><span data-ccp-charstyle="normaltextrun">&nbsp;Natural</span><span data-ccp-charstyle="normaltextrun">&nbsp;L</span><span data-ccp-charstyle="normaltextrun">anguage Pr</span><span data-ccp-charstyle="normaltextrun">ocessing</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Machine Translation</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">By using software to translate text or speech from one language to another, machine translation aids in overcoming language barriers.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">To</span><span data-ccp-charstyle="normaltextrun">&nbsp;translate text, documents, and webpages from one language into another, Google developed the machine translation tool known as Google Translate.&nbsp;</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Automatic Summarization</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Automatic summarization is useful for summarizing the contextual meaning of documents and information while maintaining the emotional meanings hidden inside the information. Automatic summarization is particularly useful when we wish to get an overview of a news item or blog post while avoiding redundancy from multiple sources.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Sentiment Analysis</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Companies make use of NLP applications, like sentiment analysis, to&nbsp;</span><span data-ccp-charstyle="normaltextrun">identify</span><span data-ccp-charstyle="normaltextrun">&nbsp;opinions and&nbsp;</span><span data-ccp-charstyle="normaltextrun">sentiments</span><span data-ccp-charstyle="normaltextrun">&nbsp;online&nbsp;</span><span data-ccp-charstyle="normaltextrun">to</span><span data-ccp-charstyle="normaltextrun">&nbsp;understand what users feel about their products and services.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Text Classification</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Text classification enables us to assign predefined categories to a document to organize, structure, and filter the information. For example, an application of text categorization is spam filtering in email.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Virtual Assistants</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Virtual assistants use natural language processing (NLP) to understand user text or voice input and even respond to them or perform certain actions. For example, Siri by Apple and Alexa by Amazon&nbsp;</span><span data-ccp-charstyle="normaltextrun">is</span><span data-ccp-charstyle="normaltextrun">&nbsp;the most popular and widely used virtual assistants.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">6. Explain gradient descent. Mention the notable differences between batch, stochastic and mini-batch gradient descent.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">It's no surprise that this one pops up often in artificial intelligence interview questions. The cost function is used to measure the performance of an AI model by computing the&nbsp;</span><span data-ccp-charstyle="normaltextrun">error between predicted and expected values</span><span data-ccp-charstyle="normaltextrun">.&nbsp;</span><span data-ccp-charstyle="normaltextrun">The gradient descent helps minimize this cost function by tuning the model parameters.</span><span data-ccp-charstyle="normaltextrun">&nbsp;Not every solution has a coinciding local and global minimum. There are cases where we have multiple local minimums</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">but</span><span data-ccp-charstyle="normaltextrun">&nbsp;there is always only one global minimum. The cost function is the minimum at the global minimum. However, it is not always possible to reach the global&nbsp;</span><span data-ccp-charstyle="normaltextrun">minimum</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;so the idea is to reach as&nbsp;</span><span data-ccp-charstyle="normaltextrun">much as&nbsp;</span><span data-ccp-charstyle="normaltextrun">close to it. This is controlled by the learning rate. The batch, stochastic, and mini-batch&nbsp;</span></span><a href="blog/data-science/gradient-descent-in-machine-learning" target="_blank"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">gradient descent</span></span></a><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">&nbsp;are different tech</span><span data-ccp-charstyle="normaltextrun">ni</span><span data-ccp-charstyle="normaltextrun">ques o</span><span data-ccp-charstyle="normaltextrun">f gradient descent</span><span data-ccp-charstyle="normaltextrun">&nbsp;to&nbsp;</span><span data-ccp-charstyle="normaltextrun">reach</span><span data-ccp-charstyle="normaltextrun">&nbsp;a solution close to the&nbsp;</span><span data-ccp-charstyle="normaltextrun">optimal</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">At each stage, Batch Gradient Descent employs the&nbsp;</span><span data-ccp-charstyle="normaltextrun">complete set</span><span data-ccp-charstyle="normaltextrun">&nbsp;of training data.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Its performance on&nbsp;</span><span data-ccp-charstyle="normaltextrun">exceptionally large</span><span data-ccp-charstyle="normaltextrun">&nbsp;training sets is</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;therefore</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">terrible</span><span data-ccp-charstyle="normaltextrun">.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">As a result, it is not preferred as we usually deal with Big Data&nbsp;</span><span data-ccp-charstyle="normaltextrun">regarding</span><span data-ccp-charstyle="normaltextrun">&nbsp;AI solutions.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Every time a step is comp</span><span data-ccp-charstyle="normaltextrun">leted, stochastic gra</span><span data-ccp-charstyle="normaltextrun">di</span><span data-ccp-charstyle="normaltextrun">ent descent simp</span><span data-ccp-charstyle="normaltextrun">ly chooses a random instance from the training set and computes the gradients based solely on tha</span><span data-ccp-charstyle="normaltextrun">t one occurrence.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">This obviously</span><span data-ccp-charstyle="normaltextrun">&nbsp;sp</span><span data-ccp-charstyle="normaltextrun">eeds up the process beca</span><span data-ccp-charstyle="normaltextrun">use there is a lot&nbsp;</span><span data-ccp-charstyle="normaltextrun">fewer</span><span data-ccp-charstyle="normaltextrun">&nbsp;data for it to deal with at each iteration.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Since onl</span><span data-ccp-charstyle="normaltextrun">y one instance must be kept in memory durin</span><span data-ccp-charstyle="normaltextrun">g ea</span><span data-ccp-charstyle="normaltextrun">ch iteration, it also allows for</span><span data-ccp-charstyle="normaltextrun">&nbsp;training large training sets.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Mini-</span><span data-ccp-charstyle="normaltextrun">b</span><span data-ccp-charstyle="normaltextrun">atch&nbsp;</span><span data-ccp-charstyle="normaltextrun">g</span><span data-ccp-charstyle="normaltextrun">radient&nbsp;</span><span data-ccp-charstyle="normaltextrun">d</span><span data-ccp-charstyle="normaltextrun">escen</span><span data-ccp-charstyle="normaltextrun">t computes the gradients on small random groups of exa</span><span data-ccp-charstyle="normaltextrun">mples</span><span data-ccp-charstyle="normaltextrun">&nbsp;termed mini batches rather than computi</span><span data-ccp-charstyle="normaltextrun">ng the gradients based on the entire&nbsp;</span><span data-ccp-charstyle="normaltextrun">training set as in batch gradient descent or based on only one in</span><span data-ccp-charstyle="normaltextrun">stance</span><span data-ccp-charstyle="normaltextrun">&nbsp;as in stochastic gradient descent.</span><span data-ccp-charstyle="normaltextrun">&nbsp;P</span><span data-ccp-charstyle="normaltextrun">erformance&nbsp;</span><span data-ccp-charstyle="normaltextrun">can be improved,&nbsp;</span><span data-ccp-charstyle="normaltextrun">which is the fundament</span><span data-ccp-charstyle="normaltextrun">al benef</span><span data-ccp-charstyle="normaltextrun">it of mini-batch gradient descent over stochas</span><span data-ccp-charstyle="normaltextrun">tic gra</span><span data-ccp-charstyle="normaltextrun">dient descent.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">7. How can you tune the hyperparameters of an artificial neural network?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>There are a lot of hyperparameters in a neural network that one can tweak. We can change the type of activation function, the number of hidden layers, the number of neurons in a hidden layer, weight initializations, etc. To start with, we can begin with a single or two hidden layers. A deep neural network contains more hidden layers. We can then increase the number of neurons in each hidden layer before trying to add another layer to the architecture. A common practice is to size them to form a funnel, with fewer and fewer neurons at each layer. Finding a perfect number of hidden layers and neurons in each layer is a difficult job and does require tuning. A simpler approach is to pick a model with more layers and neurons than you need, then use early stopping to prevent it from overfitting. However, we can use grid search with cross-validation to find the right hyperparameters.</span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">8. What is a decision tree?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p>The decision tree is one of the most basic techniques used today for data classification. It is a part of tree neural networks. We employ a decision-tree-like model that includes every potential outcome. Numerous nodes make up a decision tree. The Al system uses a test at each node to move the query down a node. Up until the query is sent to the terminal or leaf node, this process continues. There is a preassigned value for each leaf node. This value is regarded as the tree's output. This tree can alternatively be seen as a flowchart with the root node at the top and the decision-making root node at the bottom.</p><p><img alt="Image" loading="lazy" width="100" height="100" decoding="async"  class="fr-fic fr-dib" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1478104724775-8bd31ff3e44b?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">The following are some of the terms frequently associated with decision trees:</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Root Node</span><span data-ccp-charstyle="normaltextrun">&nbsp;–&nbsp;</span><span data-ccp-charstyle="normaltextrun">It can be found at the top or the start of a tree.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">It refers to all the analyzed data.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Based on the characteristics of the data, the flow from the root node to the other nodes is&nbsp;</span><span data-ccp-charstyle="normaltextrun">determined</span><span data-ccp-charstyle="normaltextrun">.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Splitting</span><span data-ccp-charstyle="normaltextrun">&nbsp;-</span><span data-ccp-charstyle="normaltextrun">&nbsp;A node gets split into two or more sub-nodes during the splitting process.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Decision Node</span><span data-ccp-charstyle="normaltextrun">&nbsp;-&nbsp;</span><span data-ccp-charstyle="normaltextrun">The Decision or Interior Node is where splitting happens.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">A sub-node is further subdivided into more sub-nodes in this location.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Leaf Node&nbsp;</span><span data-ccp-charstyle="normaltextrun">-&nbsp;</span><span data-ccp-charstyle="normaltextrun">The last node is called Leaf Node.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">There are no sub-nodes in this node.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Branch or Sub-Tree</span><span data-ccp-charstyle="normaltextrun">&nbsp;-</span><span data-ccp-charstyle="normaltextrun">&nbsp;A decision tree's subdivisions are called branches or subtrees.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Parent Node and Child Node</span><span data-ccp-charstyle="normaltextrun">&nbsp;-&nbsp;</span><span data-ccp-charstyle="normaltextrun">The nodes existing below the current nodes are known as the child or sub-nodes. The nodes that exist above a node are known as the parent nodes.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li></ul><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">9. Explain the typical process involved in text normalization?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">In the process of Text</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Normalizations</span><span data-ccp-charstyle="normaltextrun">, we undertake several steps to&nbsp;</span><span data-ccp-charstyle="normaltextrun">normalize</span><span data-ccp-charstyle="normaltextrun">&nbsp;the text to a lower level from multiple documents. The textual data from all the documents altogether is called&nbsp;</span><span data-ccp-charstyle="normaltextrun">a&nbsp;</span><span data-ccp-charstyle="normaltextrun">corpus. The steps involved in text normalization are –</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Sentence Tokenization</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Sentence tokenization is also known as sentence segmentation. In this step, a string of written language is divided into its&nbsp;</span><span data-ccp-charstyle="normaltextrun">component</span><span data-ccp-charstyle="normaltextrun">&nbsp;sentences. In human languages, we can split sentences into further smaller sentences whenever we see a punctuation mark. For example, the sentence “This is amazing! I won the competition.” Will be tokenized into two sentences – “This is amazing!” and “I won the competition</span><span data-ccp-charstyle="normaltextrun">.”</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Word Tokenization</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Word tokenization is also known as word segmentation. In this process, each sentence is further divided into&nbsp;</span><span data-ccp-charstyle="normaltextrun">component</span><span data-ccp-charstyle="normaltextrun">&nbsp;words or tokens. In English and many other languages that are based on Latin alphabets, space is a good estimate of a word divider. For example,&nbsp;</span><span data-ccp-charstyle="normaltextrun">“</span></span><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">interview questions artificial intelligence</span><span data-ccp-charstyle="normaltextrun">”</span></span><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">&nbsp;when tokenized produces [</span><span data-ccp-charstyle="normaltextrun">‘interview</span><span data-ccp-charstyle="normaltextrun">,’</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">‘questions</span><span data-ccp-charstyle="normaltextrun">,’</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">‘artificial</span><span data-ccp-charstyle="normaltextrun">,’</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">‘intelligence’</span><span data-ccp-charstyle="normaltextrun">].</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun"><strong>Text Lemmatization and Stemming</strong></span></span><strong><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></strong></p></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">For grammar rules, documents can have various forms of a word</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">such</span><span data-ccp-charstyle="normaltextrun">&nbsp;as run, runs,&nbsp;</span><span data-ccp-charstyle="normaltextrun">and&nbsp;</span><span data-ccp-charstyle="normaltextrun">running. Moreover, sometimes, we have rel</span><span data-ccp-charstyle="normaltextrun">at</span><span data-ccp-charstyle="normaltextrun">ed words</span><span data-ccp-charstyle="normaltextrun">&nbsp;with&nbsp;</span><span data-ccp-charstyle="normaltextrun">similar meanings</span><span data-ccp-charstyle="normaltextrun">, such a</span><span data-ccp-charstyle="normaltextrun">s nation, national,&nbsp;</span><span data-ccp-charstyle="normaltextrun">and&nbsp;</span><span data-ccp-charstyle="normaltextrun">nat</span><span data-ccp-charstyle="normaltextrun">ionality. Tw</span><span data-ccp-charstyle="normaltextrun">o of the&nbsp;</span><span data-ccp-charstyle="normaltextrun">specialized</span><span data-ccp-charstyle="normaltextrun">&nbsp;cases of&nbsp;</span><span data-ccp-charstyle="normaltextrun">normalization</span><span data-ccp-charstyle="normaltextrun">&nbsp;ar</span><span data-ccp-charstyle="normaltextrun">e</span><span data-ccp-charstyle="normaltextrun">&nbsp;St</span><span data-ccp-charstyle="normaltextrun">emming and&nbsp;</span><span data-ccp-charstyle="normaltextrun">lemma</span><span data-ccp-charstyle="normaltextrun">tization</span><span data-ccp-charstyle="normaltextrun">. Ho</span><span data-ccp-charstyle="normaltextrun">wever, they are different</span><span data-ccp-charstyle="normaltextrun">&nbsp;fro</span><span data-ccp-charstyle="normaltextrun">m eac</span><span data-ccp-charstyle="normaltextrun">h&nbsp;</span><span data-ccp-charstyle="normaltextrun">oth</span><span data-ccp-charstyle="normaltextrun">er.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Stemming&nbsp;</span><span data-ccp-charstyle="normaltextrun">refers</span><span data-ccp-charstyle="normaltextrun">&nbsp;to a crude heuristic process that involves chopping off the ends of the words with&nbsp;</span><span data-ccp-charstyle="normaltextrun">the</span><span data-ccp-charstyle="normaltextrun">&nbsp;aim</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">of achieving</span><span data-ccp-charstyle="normaltextrun">&nbsp;this goal correctly. Stemming algorithms work by cutting off the common prefixes&nbsp;</span><span data-ccp-charstyle="normaltextrun">or s</span><span data-ccp-charstyle="normaltextrun">uffixes&nbsp;</span><span data-ccp-charstyle="normaltextrun">tha</span><span data-ccp-charstyle="normaltextrun">t can be found in a&nbsp;</span><span data-ccp-charstyle="normaltextrun">word. This cutting does not always produce a successful result,&nbsp;</span><span data-ccp-charstyle="normaltextrun">i.e.,&nbsp;</span><span data-ccp-charstyle="normaltextrun">a meaningful</span><span data-ccp-charstyle="normaltextrun">&nbsp;word</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">is</span><span data-ccp-charstyle="normaltextrun">&nbsp;not always obtained after&nbsp;</span><span data-ccp-charstyle="normaltextrun">stemming.</span><span data-ccp-charstyle="normaltextrun">&nbsp;For example, the stemming operation&nbsp;</span><span data-ccp-charstyle="normaltextrun">for coll</span><span data-ccp-charstyle="normaltextrun">ected will be&nbsp;</span><span data-ccp-charstyle="normaltextrun">collected</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;but for closed will be&nbsp;</span><span data-ccp-charstyle="normaltextrun">closed</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Lemmatization&nbsp;</span><span data-ccp-charstyle="normaltextrun">refers</span><span data-ccp-charstyle="normaltextrun">&nbsp;to performing tasks properly with vocabulary and morphological analysis of words.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">It</span><span data-ccp-charstyle="normaltextrun">&nbsp;is done with&nbsp;</span><span data-ccp-charstyle="normaltextrun">the</span><span data-ccp-charstyle="normaltextrun">&nbsp;aim</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">of removing</span><span data-ccp-charstyle="normaltextrun">&nbsp;inflectional endings only and&nbsp;</span><span data-ccp-charstyle="normaltextrun">obtaining</span><span data-ccp-charstyle="normaltextrun">&nbsp;the base or dictionary form of a word, known as the lemma.</span><span data-ccp-charstyle="normaltextrun">&nbsp;For ex</span><span data-ccp-charstyle="normaltextrun">ampl</span><span data-ccp-charstyle="normaltextrun">e, the s</span><span data-ccp-charstyle="normaltextrun">tem</span><span data-ccp-charstyle="normaltextrun">ming operation for</span><span data-ccp-charstyle="normaltextrun">&nbsp;collected will be&nbsp;</span><span data-ccp-charstyle="normaltextrun">collected,</span><span data-ccp-charstyle="normaltextrun">&nbsp;and for closed will be&nbsp;</span><span data-ccp-charstyle="normaltextrun">closed</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">10. What do you mean by the terms bag of words and TFIDF?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">Bag of Words</span><span data-ccp-charstyle="normaltextrun">:</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Machine learning algorithms cannot perform with raw text. The text is first converted into vectors of numbers. This process is known as feature extraction. The bag of words is&nbsp;</span><span data-ccp-charstyle="normaltextrun">an extremely popular</span><span data-ccp-charstyle="normaltextrun">&nbsp;model which uses a feature extraction technique to work with the text. It explains the occurrence of each word within a document. We can use this model by designing a vocabulary of known words (also called tokens</span><span data-ccp-charstyle="normaltextrun">) and</span><span data-ccp-charstyle="normaltextrun">&nbsp;choosing a measure of the presence of the known words. Any information about the order or structure of words is rejected. That is&nbsp;</span><span data-ccp-charstyle="normaltextrun">why</span><span data-ccp-charstyle="normaltextrun">&nbsp;we call it a bag of words. This model&nbsp;</span><span data-ccp-charstyle="normaltextrun">attempts</span><span data-ccp-charstyle="normaltextrun">&nbsp;to find if a known word occurs in a document, but it does not know the location of the word in the document. The&nbsp;</span><span data-ccp-charstyle="normaltextrun">perception</span><span data-ccp-charstyle="normaltextrun">&nbsp;is that similar documents have similar content. We can also learn something about the meaning of the document from its content page.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">To</span><span data-ccp-charstyle="normaltextrun">&nbsp;implement a bag of words algorithm, we must follow the following steps:</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Text&nbsp;</span><span data-ccp-charstyle="normaltextrun">Normalization</span><span data-ccp-charstyle="normaltextrun">: Collection of data and pre-processing&nbsp;</span><span data-ccp-charstyle="normaltextrun">of&nbsp;</span><span data-ccp-charstyle="normaltextrun">it</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Creating Dictionary: Listing out all the unique words occurring in the corpus. (Vocabulary)</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Creating document vectors: For each document in the corpus, find out the frequency of each word from the unique list of words.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Creating document vectors for all the documents.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Term Frequency and Inverse Document Frequency (TFIDF)</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Term Frequency and Inverse Document Frequency (TFIDF) is a statistical measure that evaluates the importance of a word to a document in a corpus. The TFIDF scoring value increases in proportion to the number of times a word appears in the document, but it is&nbsp;</span><span data-ccp-charstyle="normaltextrun">equalized</span><span data-ccp-charstyle="normaltextrun">&nbsp;by the number of documents in the corpus that&nbsp;</span><span data-ccp-charstyle="normaltextrun">contains</span><span data-ccp-charstyle="normaltextrun">&nbsp;the word.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">The following formula is used to calculate a TF-IDF score for a given term x within&nbsp;</span><span data-ccp-charstyle="normaltextrun">document</span><span data-ccp-charstyle="normaltextrun">&nbsp;y.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">11. Mention some of the common activation functions used in an artificial neural network.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">A staple in AI Interview Questions, be prepared to answer this one. The most common and early activation functions include:</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Identity function – It is a linear activation function where the output remains the same as&nbsp;</span><span data-ccp-charstyle="normaltextrun">the&nbsp;</span><span data-ccp-charstyle="normaltextrun">input.</span></span></p></li></ul><p><span data-mathml="<math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot; display=&quot;block&quot;><mi>f</mi><mfenced><mi>x</mi></mfenced><mo>=</mo><mi>x</mi></math>" tabindex="0">f(x)=x</span></p><ul><li class="CertTheme__listItem pt-spacing10"><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Binary step function – It is most widely used in single-layer artificial networks to convert the net input to a binary output representing 1s and 0s. Here, the value θ represents the threshold. If the value of x is greater than the threshold</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;then the activation function outputs 1, else 0.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p></li></ul><p><br></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">12. Explain Computer Vision and its applications.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p><span data-contrast="none" lang="EN-IN">Computer Vision is a&nbsp;domain of AI&nbsp;that&nbsp;gains information from digital images and videos.&nbsp;It helps to understand and automate tasks that the human visual system can do.&nbsp;The several&nbsp;applications&nbsp;of Computer Vision include:</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-IN">Face Recognition - Identifying and tagging faces in images and videos like Google Photos and Facebook.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-IN">Content-based&nbsp;Image retrieval (CBIR) -&nbsp;Identifying&nbsp;images based on their composition,&nbsp;color, texture, etc.&nbsp;CBIR is used in&nbsp;Google&nbsp;Lens,&nbsp;CT,&nbsp;or&nbsp;MRI image&nbsp;databases, etc.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-IN">Autonomous vehicles (self-driving cars) -&nbsp;The development of autonomous vehicles was&nbsp;aided&nbsp;using&nbsp;computer vision, which is used to&nbsp;recognize&nbsp;and&nbsp;categorize&nbsp;items like traffic signals or road signs, produce 3D maps, or estimate motion.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-IN">Healthcare -&nbsp;Computer vision can be successfully used in the context of medical X-ray imaging to treat and research, recreate MRI images, plan surgeries, find abnormalities and changes by comparing cancerous and non-cancerous cells, and identify the type of pathology in images, etc.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-IN">Object Character Recognition (OCR) – OCR helps to extract the text from documents, images, etc., to a machine-coded text or digital text. It can be used in reading documents, answer sheets, etc.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li></ul><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">13. What are Bayesian networks?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>The idea of conditional probability considers data on the likelihood of one event occurring while estimating the likelihood of another event. This idea can be expanded upon to calculate the likelihood that a certain effect was caused by a particular cause and to adjust probabilities in the context of new knowledge. The Bayes theorem describes the process for updating this probability. The Bayesian network is based on the Bayes theorem and may be used to respond to probabilistic queries in AI. Because they are constructed from a probability distribution and employ probability theory for anomaly detection and prediction, Bayesian networks are probabilistic. Graphical representations of the probability link between a set of variables are called Bayesian networks. There are several edges in this directed cycle graph, and each edge denotes a conditional reliance. Document classification, semantic search, spam filter, image processing, etc., are some of the applications of a Bayesian network.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">14. What do you mean by overfitting and underfitting the model? How can one avoid it?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">Overfitting is the term used to describe a model that performs well on training data but not well on test data.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Overfitting occurs when the model is excessively complicated in comparison to the volume and granularity of the training data.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">The following options may be used to address the issue:</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Simplify the model by choosing one with fewer parameters</span><span data-ccp-charstyle="normaltextrun">. F</span><span data-ccp-charstyle="normaltextrun">or example,&nbsp;</span><span data-ccp-charstyle="normaltextrun">using&nbsp;</span><span data-ccp-charstyle="normaltextrun">a linear model rather than a high-degree polynomial model</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Reduce the&nbsp;</span><span data-ccp-charstyle="normaltextrun">number</span><span data-ccp-charstyle="normaltextrun">&nbsp;of attributes in the training data</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Constr</span><span data-ccp-charstyle="normaltextrun">ain</span><span data-ccp-charstyle="normaltextrun">ing</span><span data-ccp-charstyle="normaltextrun">&nbsp;the model</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">hyperparameters by&nbsp;</span><span data-ccp-charstyle="normaltextrun">using regularization</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Collect more training data</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">To make the training data less noisy&nbsp;</span><span data-ccp-charstyle="normaltextrun">by&nbsp;</span><span data-ccp-charstyle="normaltextrun">fixing</span><span data-ccp-charstyle="normaltextrun">&nbsp;data errors</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;remov</span><span data-ccp-charstyle="normaltextrun">ing</span><span data-ccp-charstyle="normaltextrun">&nbsp;outliers</span><span data-ccp-charstyle="normaltextrun">, etc.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li></ul><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Underfitting normally occurs when your model is too basic to understand the fundamental structure of the data.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">The principal solutions to this issue are:</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></p><ul><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Choosing a more robust model with more variables</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li><li class="CertTheme__listItem pt-spacing10"><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">Doing&nbsp;</span><span data-ccp-charstyle="normaltextrun">robust</span><span data-ccp-charstyle="normaltextrun">&nbsp;feature engineering to i</span><span data-ccp-charstyle="normaltextrun">ncrea</span><span data-ccp-charstyle="normaltextrun">se</span><span data-ccp-charstyle="normaltextrun">&nbsp;the quality of the features fed to the learning algorithm</span><span data-ccp-charstyle="normaltextrun">.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span></li></ul><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">15. Explain the purpose of a pipeline in an AI workflow.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>A data pipeline is a series of components used in the data processing. Usually, components operate asynchronously. Each component in the pipeline takes in a significant quantity of data, processes it, and outputs the result in a different data store. Later, the following component in the pipeline takes this data and produces its own output, and so on. Each component is mostly self-contained; the data store acts as the only contact between them. This makes the system easy to understand, and several teams can concentrate on various components. Additionally, if a component malfunctions, the downstream components can frequently keep operating normally by using its last output.</span></p></div></div></div></div><div class="relative"><div class="mt-spacing20 z-10 relative text-center flex justify-center mt-0"><button class="flex items-center gap-x-spacing8 py-spacing4"><span class="text-sm underline font-semibold text-mono-black">View all questions</span><i class="icon-chevron-down-double text-xl leading-5 text-neutral-800"></i></button></div><div class="absolute bottom-0 block h-32 w-full bg-gradient-to-t from-subdued/100 from-30% md:from-40%"></div></div></div></div></div><div class="hidden"><div><div class="text-xl text-neutral-800 mb-spacing20 font-bold">Advanced</div><div class="relative w-full"><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-primary-main outline-2 shadow-card hover:shadow-card visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-t-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden">1. Explain in brief the working of a convolution neural network.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-0 text-neutral-800"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>One of the most frequently posed artificial intelligence Interview Questions, be ready for it. Convolution Neural Networks or CNN is a popular artificial deep neural network used widely in image recognition applications. They also work well with audio signal input and text data. The three main types of layers of CNN are the convolution layer, pooling layer, and fully connected layer.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>The central component of a CNN is the convolutional layer, where most computation takes place. It needs input data, a filter, and a feature map, among other things. Assume that the input will be an RGB color image. As a result, the input will have three dimensions; height, width, and depth, which is analogous to RGB in an image. Only the pixels in their receptive fields are connected to the neurons in the first convolutional layer, not every pixel in the input image. Each neuron in the second convolutional layer is, therefore, entirely connected to neurons situated within the first layer's receptive regions of the image. With this architecture, the network can focus on low-level features in the first hidden layer, put them together into higher-level features in the next hidden layer, and so on. This process is known as convolution.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>The number of parameters in the input is decreased via dimensionality reduction carried out through the pooling layer. The pooling operation sweeps a filter across the entire input and populates the output array by applying an aggregation function (minimum, maximum, average) to the values in the receptive field. Both convolution and pooling layers use the ReLU activation function.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Each node in the output layer of the fully connected layer is directly connected to a node in the layer below it. This layer conducts the classification operation using the features extracted using the various filters and preceding layers. Fully connected layers often utilize a SoftMax activation function to categorize inputs appropriately, producing a probability ranging from 0 to 1.</span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">2. Explain the pooling operation. What do you mean by max pooling, min pooling and average pooling?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Pooling is an operation that enables the use of a filter on the feature data set such that we can preserve the features and account for any kind of distortions. It is one of the steps involved in convolution neural networks. The idea behind pooling is to be able to recognize images that might represent the same entity, say a cat but might be distorted. The cat can be sleeping or walking, and only the face is visible in the image or even a rotated image. Pooling might reduce the total information content we have with us, but still, it preserves the most key features. By disregarding unnecessary, non-important information, we will prevent overfitting. Pooling is categorized majorly into three types – max pooling, min pooling, and average pooling.</p><p><strong></strong></p><div class="next-image-styles my-4"><strong><img alt="Image" loading="lazy" width="100" height="100" decoding="async"  class="fr-fic fr-dib" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1478104724775-8bd31ff3e44b?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></strong></div><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun" data-ccp-charstyle-defn="{&quot;ObjectId&quot;:&quot;b1f8c433-aec4-4454-8154-2398ee72b7b2|163&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}">In the image, the pooling operation is shown. We have a 3x3 filter which is applied on the 5x5 feature map. The result is a 3x3 feature map which means that we have lost information compared to the original feature set. But since we have used&nbsp;</span><span data-ccp-charstyle="normaltextrun">max-pooling</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">which</span><span data-ccp-charstyle="normaltextrun">&nbsp;means that when a given filter is applied on a subset from the feature map, we pick the max value from the feature set. The maximum number in our feature map&nbsp;</span><span data-ccp-charstyle="normaltextrun">represents</span><span data-ccp-charstyle="normaltextrun">&nbsp;the closest match to our feature. In&nbsp;</span><span data-ccp-charstyle="normaltextrun">the case</span><span data-ccp-charstyle="normaltextrun">&nbsp;of min</span><span data-ccp-charstyle="normaltextrun">&nbsp;poo</span><span data-ccp-charstyle="normaltextrun">ling</span><span data-ccp-charstyle="normaltextrun">&nbsp;and a</span><span data-ccp-charstyle="normaltextrun">verage pooli</span><span data-ccp-charstyle="normaltextrun">ng</span><span data-ccp-charstyle="normaltextrun">, we take&nbsp;</span><span data-ccp-charstyle="normaltextrun">the minimum and average&nbsp;</span><span data-ccp-charstyle="normaltextrun">values</span><span data-ccp-charstyle="normaltextrun">&nbsp;from the&nbsp;</span><span data-ccp-charstyle="normaltextrun">filter,</span><span data-ccp-charstyle="normaltextrun">&nbsp;respectively.</span></span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}">&nbsp;</span><p></p><p><span data-contrast="none" lang="EN-US"><span data-ccp-charstyle="normaltextrun">The brighter pixels are chosen from the image by max pooling.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">When the image's background is black</span><span data-ccp-charstyle="normaltextrun">,</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">and</span><span data-ccp-charstyle="normaltextrun">&nbsp;we are just interested&nbsp;</span><span data-ccp-charstyle="normaltextrun">in</span><span data-ccp-charstyle="normaltextrun">&nbsp;the lighter pixels, max pooling is helpful.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">On the other hand, min&nbsp;</span><span data-ccp-charstyle="normaltextrun">po</span><span data-ccp-charstyle="normaltextrun">oling&nbsp;</span><span data-ccp-charstyle="normaltextrun">keeps the darker pixels, which results in a darker image than the original.</span><span data-ccp-charstyle="normaltextrun">&nbsp;</span><span data-ccp-charstyle="normaltextrun">Since the aver</span><span data-ccp-charstyle="normaltextrun">age</span><span data-ccp-charstyle="normaltextrun">&nbsp;pooling&nbsp;</span><span data-ccp-charstyle="normaltextrun">method&nbsp;</span><span data-ccp-charstyle="normaltextrun">is&nbsp;</span><span data-ccp-charstyle="normaltextrun">smoothest</span><span data-ccp-charstyle="normaltextrun">&nbsp;down the image, it may be difficult to see the sharp features while u</span><span data-ccp-charstyle="normaltextrun">sing</span><span data-ccp-charstyle="normaltextrun">&nbsp;this poolin</span><span data-ccp-charstyle="normaltextrun">g method.</span></span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">3. What is fuzzy logic?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Fuzzy logic is based on a rule-based system that has a nonlinear mapping of the input to the output. Fuzzy logic provides an inference structure that enables a mechanism of representing linguistic constructs such as ‘high,’ ‘low,’ good,’ ‘bad,’ ‘average,’ etc. In fuzzy systems, values are indicated by a number called the truth value. It ranges from 0 to 1, where 0 represents absolute falseness, and 1 represents absolute truth. The fuzzy logic operates on the concept of a set function or membership function. Fuzzy systems are based on rules. The number of rules increases exponentially with the dimension of the input space. For example, the statement “India is an ancient country” can be translated by fuzzy systems as India is a member of a set of countries in the world.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">4. Explain Markov’s decision process.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>The Markov decision process is a form of reinforcement learning used in artificial intelligence. They represent Markov chains with the possibility that an agent may select one of the many potential courses of action, and the transition probabilities will change depending on the action selected. For instance, there are always 1, 2, 3, or 4 actions in the Pacman video game. The objective is to get to the exit, but there are ghosts and rewards along the route. Every action the agent does will be accompanied by a set of probabilities. Consider that the agent will have a 60% chance of receiving a reward if it moves up, compared to a 30% chance of being eaten by the ghost if it advances to the right. Sometimes you have no choice but to act in the only way you can. The Markov decision process offers a mathematical framework that aids in developing a plan of action that can provide the maximum rewards over time. At each given point, the decision is partially random and partly in the decision maker's control.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">5. Explain recurrent neural networks and their applications.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Recurrent neural networks (RNNs) are distinct from feed-forward neural networks, in which activations only flow from input to output layers. A recurrent neural network has a similar architecture, but it also incorporates connections that point backward in the network, much like feedback loops. All the inputs from earlier steps are a function of a recurrent neuron's output. The output of these earlier time steps is kept in a network memory cell. The shortcoming of CNN's memory is eliminated by this. The network must memorize a sequence for use scenarios like trying to analyze consecutive video frames. This makes RNN the best choice. The most widely used recurrent network is the Long Short-Term Memory Network or LSTM. The applications of RNNs include predicting stock prices, autonomous driving systems, speech-to-text, sentiment analysis, etc.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">6. What are auto-encoder models?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>An autoencoder is a feed-forward neural network with three layers. They are unsupervised machine learning models that recreate input data to minimize its size. They have one characteristic in that the autoencoder's only job is to replicate the inputs since the targets are the same values as the inputs. This implies that the input layer and output layer must each include the same number of neurons. These models are taught as supervised machine learning models and then operate as unsupervised models during inference. Encoder and decoder are the two components of an autoencoder. The encoder performs the function of a compression unit by condensing the input data. The decoder reconstructs the compressed input after decompression.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">7. Explain the phenomenon of vanishing gradient.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>The outcome of multiplying a number between 0 and 1 with another number in the same range is a significantly smaller number than either of the two. The backpropagation technique propagates the error gradient while moving from the output layer to the input layer. Backpropagation multiplies the derivatives with values between 0 and 1, acting like a chain rule. We had to multiply more than 0 by 1 number because of the addition of layers, which required us to backpropagate, and this usually makes the weights exceedingly small very rapidly. For activation functions to work, the signal must have large enough values. The farther neuron layers are from the output, the higher the likelihood that they’ll get locked out of updates because the signals are too small, and the activation functions will stop them. In artificial neural networks, this phenomenon refers to as the vanishing gradient problem. The deep neural networks are affected by the vanishing gradient problem, which makes it difficult to train the lower layers. As a result, your network either stops learning altogether or learns extremely slowly.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">8. Explain the phenomenon of exploding gradient.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>In a vanishing gradient, the weights of the links grow extremely small, thereby not allowing the network to learn further. The exploding gradient problem is the opposite. It is the case in which the gradients can grow bigger and bigger. The weights are so large that when the neuron's output is updated using these weights, the algorithm diverges. This phenomenon is most likely to happen in recurrent neural networks where there is a presence of memory and feedback loops.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">9. What are LSTMs? Where are they used?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>A must-know for anyone heading into an AI interview, this question is frequently asked in AI Interview Questions. LSTM, or Long Short-Term Memory, is a complex, black-box model that belongs to the family of recurrent neural networks. LSTM has feedback connections, i.e., it can process the entire sequence of data, apart from single data points such as images. LSTM introduces memory units known as cell states. Gates in LSTMs control the addition and removal of information from the cell state. These gates may allow information to enter and exit the cell. It has a sigmoid neural network layer and a pointwise multiplication operation that helps the mechanism. The network can interact with the memory cells only via the gates.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">10. Explain the random forest algorithm.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>A component of bagging ensemble models is random forest. In an ensemble model, the estimation is produced by using two or more predictors. A group of decision tree classifiers, for instance, could be trained on various random subsets of the training set. We just gather the predictions from each individual tree and then predict the class that receives the most votes. A Random Forest is a group of such decision trees. It is one of the most powerful classification algorithms. The random forest algorithm shares the hyper-parameters of a decision tree. The algorithm can handle large datasets and does not require much data preparation or numeric data scaling.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">11. Describe the Hopfield network.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>The Hopfield network is an interconnected single-layer feedforward network. It is auto-associative, which means it can create associations from its own content. The auto-associate memory allows the Hopfield network to recover an original stored vector. The inputs to the network can be binary or bipolar. The network has symmetric weights and no self-connection. The input neurons, after the updating process, reach the output layer. The output is then again fed to the input acting as a feedback connection. The outputs are fed back to the input of other processing elements but not to themselves. This process continues until there are no latest updates happening to the network responses. The connections are positive if there is no change in the output and the input processing elements. Various optimization problems utilize the associative Hopfield network. Hopfield networks can further be classified as discrete and continuous Hopfield networks.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">12. What is the basic idea behind Kohonen's Self-Organizing Feature Map?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Kohonen self-organizing feature map is an artificial neural network that follows an unsupervised learning approach. It consists of a network performing the mapping of a wide pattern space into a typical feature space. That means it converts the patterns of arbitrary dimensionality into a response of a one-dimensional or two-dimensional array. The maps help to maintain the relationship among the input patterns in their arbitrary dimension. A one-dimensional array consists of a single layer where each of the neurons relates to the other neurons in the layer. A two-dimensional array means that there are two layers of fully connected neurons.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">13. What is the difference between hard and soft voting classifiers?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>In ensemble learning, the terms "hard voting classifiers" and "soft voting classifiers" describe a chain of weak classifiers that produce an inference. The classifier is referred to as a hard-voting classifier or a majority-vote classifier if we combine the predictions of each classifier and predict the class that receives the greatest number of votes. You can predict the class with the highest-class probability, averaging over all the individual classifiers if all classifiers are able to estimate class probabilities. This is termed the soft voting classifier. Because it lends more weight to votes with elevated levels of confidence, it frequently produces results that are higher than hard voting.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">14. How is a Reinforcement Learning agent's performance evaluated?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>A Reinforcement Learning agent's performance can be evaluated by adding up the rewards it receives. You can run numerous episodes and examine the average total rewards with acceptable standard deviation in a simulated setting.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">15. What is the difference between backpropagation and reverse-mode autodiff?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>The process of backpropagation is used to train artificial neural networks. Backpropagation is the term used to describe the entire process of training an artificial neural network utilizing the backpropagation step, each of which performs a gradient descent step while computing the gradients. Reverse-mode autodiff, on the other hand, is only an efficient gradient computation method that is employed by backpropagation.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">16. Consider you are working with a client who wants to implement sentiment analysis on the comments and review section of their portal. However, they have accumulated only a year’s data. How would you proceed in this case?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Whether or not a year’s data is sufficient can only be answered by looking at the volume of data which will be primarily driven by the number of users accessing the portal. This is a case of NLP. In such cases, it is always better to go ahead with pre-trained models and avoid modeling from scratch. There are a lot of open-source pre-trained models available such as BERT, MLNet, etc. We can always test our samples using these pre-trained models. It also has provision for incremental training or transfer learning which can let us feed our data to the model for training purposes. This can prove beneficial if we are working on a particular use case and leverage the existing pre-trained models trained on thousands or millions of data points.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">17. Suppose you are training a random forest classifier and notice that your model is starting to overfit the training data. How can you prevent the model from overfitting?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Overfitting is possible while working with the random forest since tree-based models are free to learn. Our models can be controlled using hyperparameters. There are certain hyperparameters of random forest that need to be set so that the model is constrained from over-learning the patterns in the data.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">18. Is there any possibility of combining five models where each reaches 75% precision after being trained on the exact same training data?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>A voting ensemble, which frequently produces even better results, can be created if you have trained five separate models and they have all achieved a 75% precision rate. It functions better if the model’s learning algorithms are quite different from one another. The goal of bagging and pasting ensembles is to train them on different training instances, and however even if they aren't, it still works if the models are dissimilar.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">19. Should you increase or reduce the learning rate if your Gradient Boosting ensemble overfits the training set?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Reduce the learning rate if your Gradient Boosting ensemble overfits the training set. Additionally, early stopping could be used to determine the ideal number of predictors. Early stopping is a type of regularization used when training a learner using an iterative approach, such as gradient descent, to prevent overfitting.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">20. If a Decision Tree is underfitting the training set, is it a good idea to try scaling the input features?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>The decision tree is a tree-based algorithm that requires little to no data preparation. It is not a distance-based algorithm; therefore, scaling does not have any impact on it. Underfitting might be caused due to stricter constraints on the hyperparameters of the model, less data records, etc.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">21. How long will it take to train a Decision Tree on a training set with 10 million cases if it takes 45 minutes to train on a training set with 1 million instances?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>The time taken by an algorithm or a model to learn depends on the computational complexity of the model training. The complexity of a decision tree is O (n x m x log(m)). Therefore, if we multiply the number of records by ten, the training time will multiply by 11. We can expect the newer model to get trained in 495 minutes.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">22. Why are encoder-decoder RNNs chosen for automatic translation over simple sequence-to-sequence RNNs?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>If you translate a statement word-by-word, the outcome will be awful. When translated word by word, the Spanish phrase "me quedo en la India" (which translates to "I stay in India") reads, "I stay in India." It is much preferable to read the entire text before translating it. While an encoder-decoder RNN will first read the entire sentence before translating it, a basic sequence-to-sequence RNN will begin translating a sentence as soon as the first word is read.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">23. Assume you wish to train a classifier but have just a little amount of labeled data and a lot of unlabeled training data. How can autoencoders be of assistance?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>If you want to train a classifier but only have a small amount of labeled data, you could train a deep autoencoder on the entire dataset consisting of labeled and unlabeled records. Then reuse its lower half for the classifier and train the classifier using the labeled data. When training the classifier, you should freeze the reused layers if there is not much labeled data available.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">24. How might you combine an RNN and a convolutional neural network to categorize videos?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>One architecture for categorizing videos based on their visual content might be to take one frame per second, process each frame through a convolutional neural network, feed the CNN's output to a sequence-to-vector RNN, and then pass the RNN's output through a SoftMax layer to provide all the class probabilities. Cross entropy would be the sole cost function used for training. You could convert each second of audio to a spectrograph, feed the output of the spectrograph to a CNN, and then use the output of the CNN to train an RNN if you also want to use the audio for categorization.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">25. Consider that the data about every purchase made by a customer at a grocery store is available. Tell me how you would create an algorithm to group the customers into clusters. How would you decide how many clusters are appropriate to include?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Here, it is a type of unsupervised learning since we do not have any labels associated with the data. We must create clusters that are a part of the clustering model. We can group these customers based on their similarities, like similar age groups, shopping behavior, etc. A clustering model will try to identify a pattern in the data. Data clustering methods look for clusters in the data, and there are many ways to adjust and modify these algorithms. The idea behind clustering is that objects in a cluster must be related to one another. Related elements are placed next to one another in the data grouping. While there are so many clustering algorithms present, the K-means clustering algorithm might be the best place to start with. To decide the appropriate number of clusters, we can use silhouette analysis or elbow method. However, we can initially use a rule of thumb to include the root of half of the number of data points as the number of clusters in our algorithm.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">26. What benefits do CNNs have over fully linked DNNs for the classification of images?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>A CNN contains far less parameters than a fully connected DNN, which speeds up training, lowers the chance of overfitting, and necessitates much less training data. This is because successive layers are only partially connected and because it heavily reuses their weight. CNNs can generalize significantly better than DNNs for image processing tasks like classification, utilizing less training data. This is because CNNs use kernels.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">27. Let us say you train a DNN on a TensorFlow cluster for days, but you forget to use a Saver to store the model before your training program is finished. Is your trained model lost?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>When using distributed TensorFlow, the model parameters continue to exist on the cluster even after the session, and client software is closed since the variable values are stored in containers that are managed by the cluster. You only need to start a new cluster session and save the model.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">28. Does dropout slow down training and inference?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Yes, dropouts do slow down training by a ratio of two. Since it is only activated during training, it has no effect on inference.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">29. How many neurons are required in the output layer to separate spam from legitimate email? What activation method ought to be applied to the output layer?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>We only need one neuron in the output layer of a neural network to categorize email as spam or junk, for example, by signaling the likelihood that the email is spam. When estimating a probability, you would normally utilize the logistic activation function at the output layer. It gives the probability of an event occurring.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">30. If an autoencoder perfectly reconstructs the inputs, is it necessarily a good autoencoder? How can you evaluate the performance of an autoencoder?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>An autoencoder's ability to completely rebuild its inputs does not necessarily indicate that it is a good autoencoder; it could simply be an overcomplete autoencoder that has learned the technique of copying its inputs to the coding layer before applying them to the outputs. If an autoencoder result in incredibly poor reconstructions, it cannot be said to be good. Measuring the reconstruction loss using a tool like MSE is one method for evaluating an autoencoder's performance.</span></p></div></div></div></div><div class="relative"><div class="mt-spacing20 z-10 relative text-center flex justify-center mt-0"><button class="flex items-center gap-x-spacing8 py-spacing4"><span class="text-sm underline font-semibold text-mono-black">View all questions</span><i class="icon-chevron-down-double text-xl leading-5 text-neutral-800"></i></button></div><div class="absolute bottom-0 block h-32 w-full bg-gradient-to-t from-subdued/100 from-30% md:from-40%"></div></div></div></div></div></div></div></div></div></div></div></section></div></div><div class="sticky top-0 self-start max-h-screen overflow-y-auto w-full"><div class="w-full overflow-hidden pt-spacing32"><div class="px-spacing16 py-spacing20 rounded-xl border border-neutral-200 bg-white"><div class=""><h5 class="text-lg leading-6 text-mono-black font-bold">Want to Know More?</h5></div><form novalidate="" class="pt-spacing20 w-full"><div class="mb-spacing12"><div class=" relative  w-full  group h-11 flex direction-row justify-between rounded-lg border-none
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          text-neutral-500 peer-placeholder-shown:text-sm peer-placeholder-shown:text-neutral-500 peer-placeholder-shown:top-3 peer-focus:text-neutral-500 peer-placeholder-shown:leading-5">Full Name<span class="text-red-500 ml-spacing4 pt-0.8 absolute">*</span></label></div></div><div class="mb-spacing12"><div class=" relative  w-full  group h-11 flex direction-row justify-between rounded-lg border-none
    hover:border-neutral-400  shadow-customShad focus:border-neutral-600 focus:shadow-neutral "><input type="text" placeholder="Email" class="w-full h-full text-sm text-neutral-800 leading-5.5 pl-4 pr-8 rounded-lg border-1 peer focus:outline-none border-neutral-200 hover:border-neutral-400 focus:border-neutral-600 focus:shadow-neutral placeholder-transparent" name="email"><label class="absolute  left-3 -top-2 border-r-none text-sm transition-all peer-focus:-top-2 peer-focus:text-sm pointer-events-none pr-3.75 pl-1 bg-white 
          text-neutral-500 peer-placeholder-shown:text-sm peer-placeholder-shown:text-neutral-500 peer-placeholder-shown:top-3 peer-focus:text-neutral-500 peer-placeholder-shown:leading-5">Email<span class="text-red-500 ml-spacing4 pt-0.8 absolute">*</span></label></div></div><div class="mb-spacing16"><div><div class="flex h-11 relative focus-within:shadow-neutral focus-within:border-neutral-600 rounded-lg border-1  focus:placeholder-transparent hover:border-neutral-400 focus:border-neutral-600 focus:shadow-neutral focus:outline-none border-neutral-200 shadow-customShad "><div class="p-3 cursor-pointer m-1 flex justify-center items-center rounded-r-lg !w-auto !px-0 !pr-2 !pl-3 leading-6 w-fit border-neutral-200 rounded-l-lg border-none hover:border-neutral-400 focus:border-neutral-600 focus:shadow-neutral focus:outline-none"><div class="pr-1 font-bold text-base text-blackDar"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#181A93" d="M17.3 0h478.4v342H17.3V0z"></path><path fill="#FFA44A" d="M0 0h513v114H0V0z"></path><path fill="#1A9F0B" d="M0 228h513v114H0V228z"></path><path fill="white" d="M0 114h513v114H0V114z"></path><circle fill="white" cx="256.5" cy="171" r="34.2"></circle><path fill="#181A93" d="M256.5 216.6c-25.1 0-45.6-20.5-45.6-45.6s20.5-45.6 45.6-45.6 45.6 20.5 45.6 45.6-20.5 45.6-45.6 45.6zm0-11.4c18.2 0 34.2-16 34.2-34.2s-15.9-34.2-34.2-34.2-34.2 16-34.2 34.2 16 34.2 34.2 34.2z"></path><circle fill="#181A93" cx="256.5" cy="171" r="22.8"></circle></svg></div><div class="pl-spacing4 text-xs w-6 items-center text-neutral-700 font-semibold">+91</div></div></div><i class="icon-chevron-right text-base rotate-90 leading-4 ml-spacing12"></i></div><input type="text" class="hidden" name="isd" value="+91"><div class="w-full"><div class="inline-block bg-white border-none undefined h-full w-full border-neutral-200 rounded-lg border-1 shadow-customShad group hover:border-neutral-400 focus:border-neutral-600 focus:shadow-neutral focus:outline-none"><input type="text" class="w-full h-full text-sm text-neutral-800 leading-5.5 px-spacing12 border-neutral-200 rounded-r-lg border-none peer focus:outline-none " placeholder="  " name="number"><label class="absolute  bg-white placeholder-transparent left-3 -top-2 text-sm transition-all peer-focus:-top-2 peer-focus:left-3 peer-focus:text-sm pointer-events-none  pr-3.75 pl-1 bg-white 
          text-neutral-500 peer-placeholder-shown:text-sm peer-placeholder-shown:text-neutral-500 peer-placeholder-shown:top-3 peer-focus:text-neutral-500 peer-placeholder-shown:leading-5 peer-placeholder-shown:left-24">Phone Number<span class="text-red-500 ml-spacing4 absolute pt-0.8">*</span></label></div></div></div><div class="max-w-61 !w-auto pt-spacing4 ml-3.5 md:mr-0 mr-4.25 bg-white absolute z-99 h-68 customized-scrollbar overflow-y-scroll border-1 text-xs border-neutral-400 rounded-lg hidden !ml-0"><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#D80027"><path d="M0 0h513v38H0zM0 76h513v38H0zM0 152h513v38H0zM0 228h513v38H0zM0 304h513v38H0z"></path></g><path fill="#2E52B2" d="M0 0h256.5v190H0z"></path><g fill="white"><path d="M47.8 141.9l-4-12.8-4.3 12.8H26.3l10.7 7.7-4 12.8 10.8-7.9 10.7 7.9-4.2-12.8 10.9-7.7zM104.2 141.9l-4.1-12.8-4.2 12.8H82.7l10.7 7.7-4.1 12.8 10.8-7.9 10.7 7.9-4-12.8 10.8-7.7zM160.6 141.9l-4.2-12.8-4 12.8h-13.5l10.9 7.7-4.2 12.8 10.8-7.9 10.9 7.9-4.2-12.8 10.8-7.7zM216.9 141.9l-4.1-12.8-4.2 12.8h-13.2l10.7 7.7-4 12.8 10.7-7.9 10.8 7.9-4.2-12.8 10.9-7.7zM100.1 78.3l-4.2 12.8H82.7L93.4 99l-4.1 12.6 10.8-7.8 10.7 7.8-4-12.6 10.8-7.9h-13.4zM43.8 78.3l-4.3 12.8H26.3L37 99l-4 12.6 10.8-7.8 10.7 7.8L50.3 99l10.9-7.9H47.8zM156.4 78.3l-4 12.8h-13.5l10.9 7.9-4.2 12.6 10.8-7.8 10.9 7.8-4.2-12.6 10.8-7.9h-13.3zM212.8 78.3l-4.2 12.8h-13.2l10.7 7.9-4 12.6 10.7-7.8 10.8 7.8-4.2-12.6 10.9-7.9h-13.4zM43.8 27.7l-4.3 12.6H26.3L37 48.2l-4 12.7L43.8 53l10.7 7.9-4.2-12.7 10.9-7.9H47.8zM100.1 27.7l-4.2 12.6H82.7l10.7 7.9-4.1 12.7 10.8-7.9 10.7 7.9-4-12.7 10.8-7.9h-13.4zM156.4 27.7l-4 12.6h-13.5l10.9 7.9-4.2 12.7 10.8-7.9 10.9 7.9-4.2-12.7 10.8-7.9h-13.3zM212.8 27.7l-4.2 12.6h-13.2l10.7 7.9-4 12.7 10.7-7.9 10.8 7.9-4.2-12.7 10.9-7.9h-13.4z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">United States +1</div></div></div><div class="bg-mono-black/8 pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#181A93" d="M17.3 0h478.4v342H17.3V0z"></path><path fill="#FFA44A" d="M0 0h513v114H0V0z"></path><path fill="#1A9F0B" d="M0 228h513v114H0V228z"></path><path fill="white" d="M0 114h513v114H0V114z"></path><circle fill="white" cx="256.5" cy="171" r="34.2"></circle><path fill="#181A93" d="M256.5 216.6c-25.1 0-45.6-20.5-45.6-45.6s20.5-45.6 45.6-45.6 45.6 20.5 45.6 45.6-20.5 45.6-45.6 45.6zm0-11.4c18.2 0 34.2-16 34.2-34.2s-15.9-34.2-34.2-34.2-34.2 16-34.2 34.2 16 34.2 34.2 34.2z"></path><circle fill="#181A93" cx="256.5" cy="171" r="22.8"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">India +91</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><g fill="#D80027"><path d="M0 0h142v341.3H0zM370 0h142v341.3H370zM306.5 206l50.4-25.2-25.2-12.6V143l-50.4 25.2 25.2-50.4h-25.2L256.1 80l-25.2 37.8h-25.2l25.2 50.4-50.4-25.2v25.2l-25.2 12.6 50.4 25.2-12.6 25.2h50.4V269h25.2v-37.8h50.4z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Canada +1</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><g fill="white"><path d="M222.2 170.7c.3-.3.5-.6.8-.9-.2.3-.5.6-.8.9zM188 212.6l11 22.9 24.7-5.7-11 22.8 19.9 15.8-24.8 5.6.1 25.4-19.9-15.9-19.8 15.9.1-25.4-24.8-5.6 19.9-15.8-11.1-22.8 24.8 5.7zM385.9 241.1l5.2 10.9 11.8-2.7-5.3 10.9 9.5 7.5-11.8 2.6v12.2l-9.4-7.6-9.5 7.6.1-12.2-11.8-2.6 9.5-7.5-5.3-10.9 11.8 2.7zM337.3 125.1l5.2 10.9 11.8-2.7-5.3 10.9 9.5 7.5-11.8 2.7v12.1l-9.4-7.6-9.5 7.6.1-12.1-11.9-2.7 9.5-7.5-5.3-10.9L332 136zM385.9 58.9l5.2 10.9 11.8-2.7-5.3 10.9 9.5 7.5-11.8 2.7v12.1l-9.4-7.6-9.5 7.6.1-12.1-11.8-2.7 9.5-7.5-5.3-10.9 11.8 2.7zM428.4 108.6l5.2 10.9 11.8-2.7-5.3 10.9 9.5 7.5-11.8 2.6V150l-9.4-7.6-9.5 7.6v-12.2l-11.8-2.6 9.5-7.5-5.3-10.9 11.8 2.7zM398 166.5l4.1 12.7h13.3l-10.8 7.8 4.2 12.7-10.8-7.9-10.8 7.9 4.1-12.7-10.7-7.8h13.3z"></path><path d="M254.8 0v30.6l-45.1 25.1h45.1V115h-59.1l59.1 32.8v22.9h-26.7l-73.5-40.9v40.9H99v-48.6l-87.4 48.6H-1.2v-30.6L44 115H-1.2V55.7h59.1L-1.2 22.8V0h26.7L99 40.8V0h55.6v48.6L242.1 0z"></path></g><path fill="#D80027" d="M142.8 0h-32v69.3h-112v32h112v69.4h32v-69.4h112v-32h-112z"></path><path fill="#0052B4" d="M154.6 115l100.2 55.7v-15.8L183 115z"></path><path fill="white" d="M154.6 115l100.2 55.7v-15.8L183 115z"></path><g fill="#D80027"><path d="M154.6 115l100.2 55.7v-15.8L183 115zM70.7 115l-71.9 39.9v15.8L99 115z"></path></g><path fill="#0052B4" d="M99 55.7L-1.2 0v15.7l71.9 40z"></path><path fill="white" d="M99 55.7L-1.2 0v15.7l71.9 40z"></path><g fill="#D80027"><path d="M99 55.7L-1.2 0v15.7l71.9 40zM183 55.7l71.8-40V0L154.6 55.7z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Australia +61</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512V256H0z"></path><g fill="white"><path d="M83.478 170.666c0-24.865 17.476-45.637 40.812-50.734a52.059 52.059 0 00-11.13-1.208c-28.688 0-51.942 23.254-51.942 51.941s23.255 51.942 51.942 51.942c3.822 0 7.543-.425 11.13-1.208-23.336-5.095-40.812-25.867-40.812-50.733zM150.261 122.435l3.684 11.337h11.921l-9.645 7.007 3.684 11.337-9.644-7.006-9.645 7.006 3.685-11.337-9.645-7.007h11.921z"></path><path d="M121.344 144.696l3.683 11.337h11.921l-9.645 7.007 3.684 11.337-9.643-7.006-9.645 7.006 3.685-11.337-9.645-7.007h11.921zM179.178 144.696l3.684 11.337h11.921l-9.645 7.007 3.684 11.337-9.644-7.006-9.644 7.006 3.685-11.337-9.645-7.007h11.921zM168.047 178.087l3.684 11.337h11.921l-9.644 7.007 3.684 11.337-9.645-7.006-9.643 7.006 3.684-11.337-9.644-7.007h11.92zM132.474 178.087l3.683 11.337h11.921l-9.644 7.007 3.684 11.337-9.644-7.006-9.644 7.006 3.684-11.337-9.644-7.007h11.92z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Singapore +65</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.334h512v341.337H0z"></path><g fill="#D80027"><path d="M425.301 233.745l3.388 10.428h10.963l-8.87 6.444 3.388 10.427-8.869-6.444-8.871 6.444 3.388-10.427-8.87-6.444h10.963zM386.107 308.817l5.083 15.642h16.445l-13.305 9.667 5.082 15.64-13.305-9.667-13.305 9.667 5.083-15.64-13.305-9.667h16.445zM387.588 185.971l4.236 13.036h13.704l-11.088 8.054 4.235 13.034-11.087-8.056-11.088 8.056 4.235-13.034-11.087-8.054h13.704zM349.876 233.291l5.082 15.641h16.446l-13.306 9.666 5.084 15.641-13.306-9.666-13.305 9.666 5.082-15.641-13.305-9.666h16.445z"></path></g><path fill="white" d="M256.003 85.329v30.564l-45.178 25.088h45.178v59.359H196.89l59.113 32.846v22.806h-26.69l-73.484-40.826v40.826h-55.652v-48.573l-87.429 48.573H.003v-30.553l45.168-25.099H.003v-59.359h59.103L.003 108.147V85.329h26.68l73.494 40.838V85.329h55.652v48.573l87.43-48.573z"></path><path fill="#D80027" d="M144 85.33h-32v69.334H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path fill="#0052B4" d="M155.826 200.344L256 255.998v-15.739l-71.847-39.915z"></path><path fill="white" d="M155.826 200.344L256 255.998v-15.739l-71.847-39.915z"></path><g fill="#D80027"><path d="M155.826 200.344L256 255.998v-15.739l-71.847-39.915zM71.846 200.344L0 240.259v15.739l100.174-55.654z"></path></g><path fill="#0052B4" d="M100.174 140.983L0 85.33v15.738l71.847 39.915z"></path><path fill="white" d="M100.174 140.983L0 85.33v15.738l71.847 39.915z"></path><g fill="#D80027"><path d="M100.174 140.983L0 85.33v15.738l71.847 39.915zM184.154 140.983L256 101.068V85.33l-100.174 55.653z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">New Zealand +64</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.331h512v341.337H0z"></path><path d="M0 85.331h512v113.775H0z"></path><path fill="#FFDA44" d="M0 312.882h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Germany +49</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#6DA544" d="M0 0h513v114H0z"></path><path d="M0 228h513v114H0z"></path><path fill="#dd0d12" d="M0 0h171v342H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">United Arab Emirates +971</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h513v342H0z"></path><g fill="white"><path d="M274.2 119.8c-5.1 21.1-14.1 17.1-18.5 35.5-26.1-6.3-42.1-32.5-35.9-58.6 6.3-26.1 32.5-42.1 58.5-35.9-8.7 36.9.5 40.1-4.1 59zM206.6 135.4c18.5 11.3 11.9 18.7 28 28.6-14 22.9-43.9 30-66.8 16s-30-43.9-16-66.8c32.3 19.8 38.2 12.1 54.8 22.2zM200.6 204.6c16.5-14.1 21.4-5.5 35.8-17.8 17.4 20.4 15 51-5.4 68.4-20.4 17.4-51 15-68.4-5.4 28.7-24.6 23.2-32.6 38-45.2zM264.5 231.7c-8.3-20.1 1.4-22.1-5.9-39.6 24.8-10.3 53.2 1.5 63.4 26.3 10.3 24.8-1.5 53.2-26.3 63.4-14.5-35-23.8-32.2-31.2-50.1zM310 179.3c-21.6 1.7-20.6-8.1-39.5-6.6-2.1-26.7 17.9-50.1 44.6-52.2 26.7-2.1 50.1 17.9 52.2 44.6-37.7 2.9-37.9 12.7-57.3 14.2z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Hong Kong +852</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.326H0z"></path><path fill="#6DA544" d="M0 85.331h170.663v341.337H0z"></path><path fill="#FF9811" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Ireland +353</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#DB3E00" d="M0 0h513v342H0z"></path><path fill="#479900" d="M331 0h182v342H331z"></path><path d="M0 0h181.8v342H0z"></path><path fill="white" d="M256 126.7c-19.4 0-35.2 15.8-35.2 35.2v52.8h70.4v-52.8c0-19.5-15.8-35.2-35.2-35.2z"></path><path fill="white" d="M256 84.3c-47.7 0-86.4 38.7-86.4 86.4S208.3 257 256 257s86.4-38.7 86.4-86.4-38.7-86.3-86.4-86.3zm0 157.7c-39.4 0-71.4-32-71.4-71.4 0-39.4 32-71.4 71.4-71.4 39.4 0 71.4 32 71.4 71.4 0 39.5-32 71.4-71.4 71.4z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Afghanistan +93</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><path fill="#FFDA44" d="M513 210.9H202.2V342h-79.8V210.9H0V131.1h122.4V0h79.8v131.1H513v61.2z"></path><path fill="#D80027" d="M513 149.7v42.6H183.7V342H141V192.3H0v-42.6h141V0h42.7v149.7z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Aland Islands +358</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 90 60"><path fill="#ED2024" d="M0 0h90v60H0z"></path><path fill="#212121" d="M32.5 12.2v16l7.1 2.5-5 4.9 2.4 3 5.3-5.5 1.2 2.3-3 4.9 3.6 5.6-1.8 2.6 2.8 3.6 2.7-3.7-1.5-2.6 3-5.8-2.7-4.6 1.2-2.3 5.2 5.5 2.5-2.9-5.2-5.1 7.2-2.6V12.2l-5.2 1.9-.1 3.8-3.3.3v-2.6l1.7-2.3 5.6-2.2-2.3-.4 1.4-1.2.9.4-.8-1.4L54 9l-1-1.1L47.5 9l1.4 1.1-3.8 4.9-3.8-4.8 1.3-1.1-5-1.2L36.2 9l-1.5-.4-.8 1.4.9-.6 1.6 1.1-2.3.5 5.5 2 1.6 2.3v2.9l-3.3-.3v-3.6z"></path><g fill="#212121"><path d="M26.2 25h6.4v2.5h-6.4zM26.2 20.9h6.4v2.7h-6.4zM26.2 16.7h6.4v2.6h-6.4zM26.2 12.7h6.4v2.5h-6.4z"></path></g><g fill="#212121"><path d="M57.4 25h6.4v2.5h-6.4zM57.4 20.9h6.4v2.7h-6.4zM57.4 16.7h6.4v2.6h-6.4zM57.4 12.7h6.4v2.5h-6.4z"></path></g><path fill="#212121" d="M53.4 36.1h6.4V38h-6.4zM30.2 36.1h6.4V38h-6.4z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Albania +355</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#41662E" d="M0 0h512v341.3H0z"></path><path fill="white" d="M256 0h256v341.3H256z"></path><g fill="#D80027"><path d="M341.5 105.3l-29.4 40.4-47.5-15.4 29.4 40.4-29.4 40.4 47.5-15.4 29.4 40.4v-50l47.5-15.5-47.5-15.4z"></path><path d="M309.9 276.7c-58.5 0-106-47.5-106-106s47.5-106 106-106c18.3 0 35.4 4.6 50.4 12.7-23.5-23-55.7-37.2-91.2-37.2-72 0-130.4 58.4-130.4 130.4S197.1 301 269.1 301c35.5 0 67.7-14.2 91.2-37.2-14.9 8.2-32.1 12.9-50.4 12.9z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Algeria +213</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M513 33L95.3 171 513 310.76v30.57L0 171 513 0z"></path><path fill="white" d="M513 287.18v24.58L81.72 171 513 30v24.16"></path><path fill="#A2001D" d="M476.98 140.21l-21.89 10.68-3.18-15.32 31.19-29.77s-9.42-40.65-13.75-44.98l-112.32 55.82-6.84 36.76-31.9 28.59-.4 34.2 34.29-22.76 67.23-2.66-1.51 38.11h22.23l11.9-44.64 31.55-24.61-6.6-19.42z"></path><path fill="#EFC100" stroke="#231F20" stroke-miterlimit="10" d="M317.89 238.41l-22.24-11.11 22.24-11.11h144.46v22.22z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">AmericanSamoa +1684</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#FFDA44" d="M0 0h513v342H0z"></path><path fill="#0052B4" d="M0 0h171v342H0z"></path><path fill="#D80027" d="M342 0h171v342H342zM198.92 113.58H256v64.8h-57.08zM309.16 228.68L256 243.18v-64.8h57.08z"></path><path fill="#BC8B00" d="M182.24 95.92v92.2c0 34.32 27.26 54.17 48.63 64.46-.8 1.37 25.13 8.26 25.13 8.26s25.93-6.9 25.13-8.26c21.38-10.29 48.63-30.14 48.63-64.46v-92.2H182.24zm129.86 92.2c0 16.88-10 29.43-32.76 43.9-8.62 5.48-17.54 9.03-23.34 11.01-5.8-1.98-14.72-5.53-23.34-11.01-22.76-14.47-32.76-28.02-32.76-43.9v-74.54h112.2v74.54z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Andorra +376</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path d="M0 171h513v171H0z"></path><path fill="#D80027" d="M0 0h513v171H0z"></path><g fill="#FFDA44"><path d="M197.01 139.81c-9.32 12.37-9 27.81 3.37 37.12 0 0 162.62 122.13 164.64 123.93 2.02 1.8 6.3 2.38 11-3.27 4.46-5.36 3.31-9.78 1.04-11.63S197.01 139.81 197.01 139.81zM264.42 79.12l11.72 24.03 26.45 3.96-19.23 18.58 4.4 26.38-23.61-12.55-23.73 12.33 4.64-26.33L226 106.77l26.47-3.73z"></path><path d="M268.67 39.2l-3.2 22.04c51.81 3.9 92.64 47.18 92.64 99.99 0 55.38-44.9 100.28-100.28 100.28-40.82 0-75.94-24.39-91.59-59.4l-18.4 13.11c19.96 40.59 61.71 68.52 110 68.52 67.66 0 122.51-54.85 122.51-122.51-.01-64.01-49.1-116.54-111.68-122.03z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Angola +244</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><path fill="white" d="M454.8 265.38c7.94-10.93 13.24-24.27 13.24-40.42V104.89a59.754 59.754 0 01-36.02 12.01c-19.64 0-37.07-9.43-48.03-24.01-10.95 14.58-28.39 24.01-48.03 24.01-13.52 0-25.99-4.47-36.02-12v120.06c0 16.16 5.3 29.5 13.24 40.42H454.8z"></path><path fill="#8DCCFF" d="M310.23 260.98C332.65 296.96 384 309 384 309s51.35-12.04 73.77-48.02H310.23z"></path><path fill="#D87B00" d="M396.66 172.21c.32 1.42 8.72 10.17 17.56 20.15 1.39 1.57-8.74 12.63-6.91 12.59 4.75-.12 19.27-17.26 19.34 6.65.05 15.94-30 27.51-30 27.51h17.47l.65 14.96s4.97-13.34 7.59-16.57c8.1-9.97 20.18-30.07 34.59-27.1 14.41 2.97-13.66-13.92-13.66-13.92s-5.2-15.19-16.63-16.97c-10.06-1.57-14.29-2.51-26.64-7.3-1.68-.65-3.88-2.32-3.36 0z"></path><path fill="#D87B00" d="M359.69 198.69c1.07-.99 4.46-12.63 8.69-25.28.67-1.99 15.31 1.27 14.35-.3-2.47-4.06-24.58-8.08-3.9-20.08 13.79-8 38.82 12.27 38.82 12.27l-8.72-15.14 12.64-8.03s-14.05 2.35-18.14 1.69c-12.68-2.04-36.13-2.48-40.75-16.45-4.62-13.97-5.25 18.79-5.25 18.79s-10.56 12.08-6.4 22.88c3.66 9.5 4.96 13.64 6.97 26.73.29 1.79-.06 4.53 1.69 2.92z"></path><path fill="#D87B00" d="M395.67 219.87c-1.39-.43-13.16 2.49-26.22 5.18-2.06.42-6.59-13.88-7.47-12.26-2.27 4.17 5.36 25.31-15.41 13.45-13.84-7.91-8.89-39.73-8.89-39.73l-8.71 15.14-13.29-6.9s9.09 10.96 10.57 14.84c4.6 11.99 16 32.49 6.24 43.49-9.76 11.01 18.88-4.9 18.88-4.9s15.76 3.07 23-5.96c6.38-7.94 9.3-11.14 19.61-19.45 1.43-1.12 3.97-2.19 1.69-2.9z"></path><path fill="white" d="M256.5 0h-23.1L160 48.9V0H96v48.9L22.6 0H0v22.7l46.1 30.7H0v64h46.1L0 148.1V171h22.6L96 121.8V171h64v-49.2l73.4 49.2h23.1v-22.9l-46.6-30.7h46.6v-64h-46.6l46.6-30.7z"></path><path fill="#D80027" d="M144 0h-32v69.4H0v32h112V171h32v-69.6h112.5v-32H144z"></path><path fill="#D80027" d="M0 171v-11.3l62.5-42.3h22.6L7.3 171zM7.3.1l77.8 53.2H62.5L0 11.1V.1zM256.5.1v11l-63 42.3h-22.6L248.7.1zM248.7 171l-77.8-53.6h22.6l63 42.3V171z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Anguilla +1264</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 744 496"><path fill="#3A7DCE" d="M0 0h744v496H0V0z"></path><path fill="white" d="M120 125l90 63 54-14 23-81 61-36 92 14 105 55 6 90 34 12v92l-65 115-78 24-72-17 18-30-8-32-10 9-162-25-49-85 20-46-49-62z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Antarctica +672</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path d="M0 0h513v342H0z"></path><path fill="#186DD2" d="M88.8 136.5c-2.2 12.9-3.4 26.2-3.4 39.8 0 13.6 1.2 27 3.4 39.8L256 228.3l167.2-12.1c2.2-12.9 3.4-26.2 3.4-39.8s-1.2-27-3.4-39.8"></path><path fill="white" d="M423.2 219H88.8c15.8 69.8 84.7 122.3 167.2 122.3S407.4 288.8 423.2 219z"></path><path fill="#FFDA44" d="M365.9 136.5H146.1l44.9-21.1-23.9-43.5 48.8 9.4L222 32l34 36.2L290 32l6.1 49.3 48.8-9.4-23.9 43.5z"></path><g fill="#C32500"><path d="M256.5 342L0 0v342z"></path><path d="M513 342V0L256 342z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Antigua and Barbuda +1268</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h512v342H0z"></path><path fill="#338AF3" d="M0 0h512v114H0zM0 228h512v114H0z"></path><circle fill="#FFDA44" stroke="#d6ab00" stroke-width="5" cx="256.5" cy="171" r="40"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Argentina +54</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M0 0h513v114H0z"></path><path fill="#FF9811" d="M0 228h513v114H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Armenia +374</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 363 242"><path fill="#338AF3" d="M0 0h363v242H0z"></path><path fill="white" d="M57 96.9L14.7 78.2 57 59.6l18.6-42.2 18.6 42.2 42.3 18.6-42.3 18.7-18.6 42.2z"></path><path fill="#D80027" d="M75.6 40.6l11.5 26.1 26.1 11.5-26.1 11.5-11.5 26.1-11.5-26.1L38 78.2l26.1-11.5z"></path><g fill="#FFDA44"><path d="M0 152.2h363v15.7H0zM0 183.6h363v15.7H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Aruba +297</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><path fill="white" d="M440.1 181.1c-.1 39.2-6.4 81.4-57.4 101.5-51.1-20.1-57.3-62.3-57.4-101.5h114.8z"></path><path fill="#29DBFF" d="M439.6 197.7c-2.8 34.9-12.4 67.4-57 85-44.4-17.6-54.5-51.2-56.9-84.9"></path><path fill="white" d="M437.8 214.1c-3.2 24.3-16.7 53.5-55.1 68.6-38.4-15.1-50.5-42.5-55.1-68.4"></path><path fill="#29DBFF" d="M434.2 230.3c-5.7 17.7-19.3 39.4-51.3 52.8-32-12.6-45.2-33.8-51.4-53"></path><path fill="white" d="M426.7 246.9c-6.5 11.3-17.7 25.4-44 35.9-27.5-11.5-37.4-25.3-44-36.1"></path><path fill="#29DBFF" d="M412.4 265.1c-8.1 7.2-12 11.2-29.6 17.9-20.1-7.9-22.6-11.6-29.2-17.5"></path><path fill="#5CC85C" d="M383.3 231.6c-.2-.2-27.9 35.7-27.9 35.7-1.8-1.3-10-9.5-13.3-15l41.3-50.1 40.2 49.7c-3.9 6.5-11.4 13.6-13.2 15M382.6 85.3l-26.5 45h53z"></path><ellipse transform="rotate(-82.3 291.431 225.686)" fill="#F7A226" cx="291.4" cy="225.7" rx="48.7" ry="15.7"></ellipse><ellipse transform="rotate(-68.099 303.087 164.67)" fill="#DDC7AB" cx="303.1" cy="164.7" rx="11.7" ry="7.2"></ellipse><ellipse transform="rotate(-81.738 291.697 271.697)" fill="#DDC7AB" cx="291.7" cy="271.7" rx="11.4" ry="3.3"></ellipse><ellipse transform="matrix(.9986 -.05353 .05353 .9986 -13.992 16.424)" fill="#DDC7AB" cx="299.6" cy="269.4" rx="3.3" ry="11"></ellipse><ellipse transform="rotate(-21.518 314.54 201.06)" fill="#DDC7AB" cx="314.5" cy="201.1" rx="4.1" ry="13.7"></ellipse><ellipse transform="rotate(-21.518 317.511 178.077)" fill="#DDC7AB" cx="317.5" cy="178.1" rx="13.7" ry="4.1"></ellipse><ellipse transform="rotate(-7.7 473.781 225.857)" fill="#F7A226" cx="473.6" cy="225.9" rx="15.7" ry="48.7"></ellipse><ellipse transform="rotate(-21.901 462.057 164.866)" fill="#DDC7AB" cx="462" cy="164.9" rx="7.2" ry="11.7"></ellipse><ellipse transform="rotate(-8.27 473.27 271.908)" fill="#DDC7AB" cx="473.4" cy="271.9" rx="3.3" ry="11.4"></ellipse><ellipse transform="matrix(.05353 -.9986 .9986 .05353 171.34 719.998)" fill="#DDC7AB" cx="465.5" cy="269.6" rx="11" ry="3.3"></ellipse><ellipse transform="rotate(-68.482 450.552 201.247)" fill="#DDC7AB" cx="450.6" cy="201.2" rx="13.7" ry="4.1"></ellipse><ellipse transform="rotate(-68.482 447.58 178.265)" fill="#DDC7AB" cx="447.6" cy="178.3" rx="4.1" ry="13.7"></ellipse><path fill="#B0C6CC" d="M373.3 130.3L356.1 155l17.8 26.1H396l4.7-25.4-5.4-25.4z"></path><path fill="white" d="M256 0v117.4h-46.1l46.1 30.7v22.6h-22.6L160 121.8v48.9H96v-48.9l-73.4 48.9H0v-22.6l46.1-30.7H0v-64h46.1L0 22.7V0h22.6L96 48.9V0h64v48.9L233.4 0z"></path><path fill="#D80027" d="M144 0h-32v69.4H0v32h112v69.3h32v-69.3h112v-32H144z"></path><path fill="#2E52B2" d="M256 22.7v30.7h-46.1z"></path><g><path fill="#D80027" d="M0 170.7v-11l62.5-42.3h22.6L7.3 170.7z"></path></g><path fill="#D80027" d="M7.3.1l77.8 53.2H62.5L0 11.1V.1zM256 .1v11l-62.5 42.3h-22.6L248.7.1zM248.7 170.7l-77.8-53.3h22.6l62.5 42.3v11z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Ascension Island +247</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 114h513v114H0z"></path><path fill="#D80027" d="M0 0h513v114H0zM0 228h513v114H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Austria +43</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h513v342H0z"></path><path fill="#338AF3" d="M0 0h513v114H0z"></path><path fill="#6DA544" d="M0 228h513v114H0z"></path><g fill="white"><path d="M265.6 212.6c-23 0-41.6-18.6-41.6-41.6s18.6-41.6 41.6-41.6c7.2 0 13.9 1.8 19.8 5-9.2-9-21.9-14.6-35.8-14.6-28.3 0-51.2 22.9-51.2 51.2s22.9 51.2 51.2 51.2c13.9 0 26.6-5.6 35.8-14.6-5.9 3.2-12.6 5-19.8 5z"></path><path d="M297.6 142.2l5.5 15.5 14.9-7.1-7.1 14.9 15.5 5.5-15.5 5.5 7.1 14.9-14.9-7.1-5.5 15.5-5.5-15.5-14.9 7.1 7.1-14.9-15.5-5.5 15.5-5.5-7.1-14.9 14.9 7.1z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Azerbaijan +994</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><g fill="#338AF3"><path d="M0 85.337h512v113.775H0zM0 312.888h512v113.775H0z"></path></g><path d="M256 256.006L0 426.668V85.331z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bahamas +1242</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M2.216 86.076H512v339.848H2.216z"></path><path fill="white" d="M209.455 154.969l-50.236 25.267 50.236 25.257-50.236 25.267 50.236 25.257-50.236 25.266 50.236 25.257-50.236 25.268 50.236 25.257-50.236 25.267 50.236 25.268-36.45 18.33H0V86.07h172.939l36.516 18.364-50.236 25.267z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bahrain +973</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.331h512v341.337H0z"></path><circle fill="#F40B32" cx="218.902" cy="255.994" r="115"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bangladesh +880</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.33"><path fill="#FFDA44" d="M0 0h512v341.34H0z"></path><g fill="#0052B4"><path d="M0 0h170.66v341.34H0zM341.34 0H512v341.34H341.34z"></path></g><path d="M325.74 101.02l-31.97 12.4c-.68 1.35-5.79 7.54-8.18 53.06h-17.05v-60.42L256 78.68l-12.54 27v60.8H226.4c-2.39-45.53-7.8-52.48-8.47-53.84l-31.68-11.63c.15.31 15.4 31.34 15.4 78.01v12.54h41.81v71.07h25.08v-71.07h41.81v-12.54c0-24.13 4.17-44.02 7.68-56.46 3.82-13.57 7.7-21.49 7.74-21.57l-.03.03z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Barbados +1246</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#75AF2B" d="M.6.2H512v341H.6z"></path><path fill="#D32424" d="M0 230h512V.2H0"></path><path fill="white" d="M100.1 230V.2H0v340.9h511.4-411.3z"></path><path fill="#D32424" d="M51.6 218l-38-47.7 38-46.9 38 46.9zM51.6 113.4l-38-47.7 38-46.9 38 46.9zM51.6 322.6l-38-47.7 38-46.9 38 46.9z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Belarus +375</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.326H0z"></path><path d="M0 85.331h170.663v341.337H0z"></path><path fill="#D80027" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Belgium +32</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#0052B4" d="M0 0h512v341.3H0z"></path><circle fill="white" cx="260.9" cy="170.9" r="118.9"></circle><circle fill="none" stroke="#6DA544" stroke-width="18" stroke-miterlimit="10" cx="261.9" cy="173.1" r="94.5"></circle><g stroke="black"><path fill="#0052B4" d="M261.9 151.5l-50.6 23.4v20c0 11.8 6.1 22.8 16.2 28.9L262 239l34.5-15.2c10-6.2 16.2-17.1 16.2-28.9v-20l-50.8-23.4z"></path><path fill="#FFDA44" d="M211.3 128.1h101.3v46.7H211.3z"></path></g><g fill="#BC0029"><path d="M0 0h512v35H0zM0 306h512v35H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Belize +501</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M196.641 85.337H512V256H196.641z"></path><path fill="#D80027" d="M196.641 256H512v170.663H196.641z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Benin +229</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.33"><path fill="#D80027" d="M0 0h512v341.34H0z"></path><path fill="#0052B4" d="M0 .1h256v170.6H0z"></path><path fill="white" d="M256 0h-22.6L160 48.9V0H96v48.9L22.6 0H0v22.7l46.1 30.7H0v64h46.1L0 148.1v22.6h22.6L96 121.8v48.9h64v-48.9l73.4 48.9H256v-22.6l-46.1-30.7H256v-64h-46.1L256 22.7z"></path><path fill="#D80027" d="M144 0h-32v69.4H0v32h112v69.3h32v-69.3h112v-32H144z"></path><path fill="#D80027" d="M0 170.7v-11l62.5-42.3h22.6L7.3 170.7zM7.3.1l77.8 53.2H62.5L0 11.1V.1zM256 .1v11l-62.5 42.3h-22.6L248.7.1zM248.7 170.7l-77.8-53.3h22.6l62.5 42.3v11z"></path><g transform="translate(13 5)"><path fill="white" d="M303.9 94.94v99.69c0 59.81 79.75 99.69 79.75 99.69s79.75-39.88 79.75-99.69V94.94H303.9z"></path><path fill="#2F8F22" d="M436.37 254.44H330.93c23.13 25.08 52.72 39.88 52.72 39.88s29.59-14.8 52.72-39.88z"></path><circle fill="#65B5D2" cx="383.65" cy="214.56" r="39.88"></circle><circle fill="#D80027" cx="343.77" cy="194.63" r="19.94"></circle><circle fill="#D80027" cx="423.52" cy="194.63" r="19.94"></circle><circle fill="#D80027" cx="383.65" cy="154.75" r="19.94"></circle></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bermuda +1441</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#FF7415" d="M0 0h512v341.3H0z"></path><path fill="#FFDA44" d="M512 0H0v341.3"></path><path fill="none" stroke="white" stroke-width="42" stroke-miterlimit="10" d="M128.7 255.5s35 54 67.3 32.4c56.9-37.9-68.9-108.6-2.9-152.6 58.3-38.8 76.6 103.5 137.6 62.8 59-39.3-64.7-111.4-9.2-148.4 33.4-22.2 67.1 32.6 67.1 32.6"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bhutan +975</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#6DA544" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bolivia +591</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.334h512v341.337H0z"></path><path fill="#FFDA44" d="M99.905 85.329h341.333v341.334"></path><g fill="white"><path d="M36.561 100.645l14.843-10.807 14.867 10.794-4.979-15.302H41.525z"></path><path d="M88.332 103.632L82.649 86.16l-5.672 17.472-18.365.012 14.867 10.796-5.661 17.461 14.843-10.806 14.866 10.795-5.684-17.474 14.854-10.795z"></path><path d="M119.59 134.89l-5.684-17.474-5.673 17.474-18.365.011 14.867 10.795-5.661 17.462 14.844-10.807 14.866 10.796-5.685-17.474 14.856-10.794z"></path><path d="M150.846 166.146l-5.683-17.473-5.673 17.473-18.364.011 14.866 10.796-5.661 17.461 14.843-10.806 14.866 10.795-5.683-17.474 14.855-10.794z"></path><path d="M182.103 197.403l-5.683-17.474-5.672 17.474-18.366.011 14.866 10.795-5.66 17.462 14.843-10.807 14.866 10.796-5.684-17.473 14.855-10.795z"></path><path d="M213.359 228.659l-5.683-17.472-5.672 17.472-18.365.012 14.866 10.795-5.66 17.462 14.842-10.806 14.866 10.794-5.683-17.473 14.855-10.795z"></path><path d="M244.616 259.916l-5.683-17.473-5.672 17.473-18.366.012 14.867 10.795-5.661 17.462 14.844-10.807 14.866 10.794-5.685-17.472 14.855-10.794z"></path><path d="M275.872 291.173L270.19 273.7l-5.673 17.473-18.365.011 14.867 10.796-5.661 17.461 14.843-10.806 14.866 10.795-5.683-17.474 14.853-10.794z"></path><path d="M307.13 322.43l-5.683-17.474-5.674 17.474-18.364.011 14.866 10.795-5.661 17.462 14.844-10.807 14.866 10.796-5.684-17.474 14.855-10.794z"></path><path d="M338.386 353.686l-5.683-17.472-5.672 17.472-18.365.012 14.866 10.795-5.661 17.462 14.843-10.807 14.866 10.795-5.683-17.472 14.855-10.796z"></path><path d="M369.643 384.943l-5.683-17.473-5.672 17.473-18.366.012 14.866 10.794-5.66 17.463 14.843-10.807 14.866 10.795-5.684-17.473 14.855-10.795z"></path><path d="M395.216 398.727l-5.672 17.472-18.365.012 14.394 10.453h19.278l14.414-10.476-18.366.011z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bosnia and Herzegovina +387</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><g fill="#338AF3"><path d="M0 322.783h512v103.88H0zM0 85.337h512v104.515H0z"></path></g><path d="M0 210.877h512v89.656H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Botswana +267</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#6DA544" d="M0 0h512v341.3H0z"></path><path fill="#FFDA44" d="M256 19.3l205.4 151.4L256 322 50.6 170.7z"></path><circle fill="white" cx="256" cy="170.7" r="86.5"></circle><g fill="#0052B4"><path d="M212.8 165.3c-15 0-29.5 2.3-43.2 6.5.6 47.2 39.1 85.3 86.4 85.3 29.3 0 55.2-14.6 70.8-36.9-26.7-33.4-67.9-54.9-114-54.9zM340.9 187.2c1-5.4 1.6-10.9 1.6-16.6 0-47.8-38.7-86.5-86.5-86.5-35.6 0-66.2 21.6-79.5 52.3 11.7-2.4 23.8-3.7 36.2-3.7 50.3.1 95.7 21 128.2 54.5z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Brazil +55</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0-.3h513V342H0V-.3z"></path><path fill="#0052B4" d="M462.9 198.1c-4 0-14-5-21-9-11-6-21-12-31.1-12s-20 6-31.1 12c-7 4-16 9-20 9s-14-5-20-9c-11-6-22-12-32.1-12-9 0-20 6-31.1 12-7 4-16 9-20 9s-13-5-20-9c-11-6-22-12-31.1-12-10 0-21 6-32.1 12-6 4-16 9-20 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6-31.1 12c-7 4-16 10-20 10s-13-6-20-10c-11-6-22-12-31.1-12s-21 6-32.1 12c-6 4-16 10-20 10s-13-6-20-10c-11-6-21-12-31.1-12s-20 6-31.1 12c-7 4-17 10-21 10s-13-6-20-10c-10-6-20-11-30.1-12v23c4 0 13 5 19 9 11 6 21 12 31.1 12s21-6 32.1-12c6-4 16-9 20-9s13 5 20 9c11 6 21 12 31.1 12s20-6 31.1-12c7-4 17-9 21-9s13 5 20 9c11 6 21 12 31.1 12s20-6 31.1-12c7-4 16-9 20-9s14 5 21 9c11 6 21 12 31.1 12s20-6 31.1-12c7-4 16-9 20-9s14 5 20 9c11 6 22 12 32.1 12s20-6 31.1-12c6-4 15-9 19-9v-23z"></path><path fill="white" d="M0-.3h256v171H0V-.3z"></path><path d="M389.8 119.9H408v78.8h-18.3l.1-78.8zm0 117.8H408v75.1h-18.3l.1-75.1z" fill="#A2001D"></path><g fill="#D80027"><path d="M144-.3h-32v70H0v32h112v69h32v-69h112v-32H144v-70z"></path><path d="M0-.3v15l57 39h23L0-.3zM256-.3v15l-57 39h-23l80-54z"></path><path d="M0-.3v15l57 39h23L0-.3zM256-.3v15l-57 39h-23l80-54zM0 170.7v-15l57-38h23l-80 53zM256 170.7v-15l-57-38h-23l80 53z"></path></g><g fill="#2E52B2"><path d="M0 22.7v31h46l-46-31zm96-23v49L23-.3h73zM256 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249.1h-79.8s-.9-13.4-6-21.8c-6.2-10.4-13.9-28.1-1.4-36.7 15.9-10.9 33.7.8 48.2.8 11.8.1 26.9-14 45-.8 12.2 8.9 3.9 28.2-1.3 36.7-7 11.5-4.7 21.8-4.7 21.8z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">British Indian Ocean Territory +246</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.33"><path fill="#FFDA44" d="M0 0h512v341.33H0z"></path><path d="M0 193.74l512 127.19V214.26L0 97.08z"></path><path fill="white" d="M512 234.26v-86.67L0 20.41v86.67"></path><g fill="#D80027" stroke="#231F20" stroke-width="3" stroke-miterlimit="10"><path d="M306.4 134.01a50.28 50.28 0 016.07 24.02c0 21.55-13.51 39.94-32.52 47.19v-59.51c5.7-1.19 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hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.337h512v341.326H0z"></path><path fill="white" d="M0 85.337h512v113.775H0z"></path><path fill="#D80027" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bulgaria +359</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#6DA544" d="M0 0h512v341.3H0z"></path><path fill="#D80027" d="M0 0h512v170.7H0z"></path><path fill="#FFDA44" d="M256 66.9l25.8 79.3h83.3l-67.4 49 25.7 79.3-67.4-49-67.4 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r="100.2"></circle><g fill="#D80027"><path d="M251.6 93.3l10.1 17.5h20.2l-10.1 17.5 10.1 17.5h-20.2l-10.1 17.5-10.1-17.5h-20.2l10.1-17.5-10.1-17.5h20.2zM210.3 163.4l10.1 17.5h20.3l-10.1 17.5 10.1 17.5h-20.3l-10.1 17.5-10.1-17.5H180l10.1-17.5-10.1-17.5h20.2zM292.8 163.4l10.1 17.5h20.2L313 198.4l10.1 17.5h-20.2l-10.1 17.5-10.1-17.5h-20.2l10.1-17.5-10.1-17.5h20.2z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Burundi +257</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><g fill="#0052B4"><path d="M0 85.337h512v113.775H0zM0 312.888h512v113.775H0z"></path></g><path fill="white" d="M303.49 281.971v-17.809h-11.873v-23.745l-11.872-11.872-11.872 11.872v-23.744L256 204.8l-11.873 11.873v23.744l-11.872-11.872-11.872 11.872v23.745H208.51v17.809h-11.872v17.808h118.724v-17.808z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cambodia +855</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#D80027" d="M0 0h512v341.3H0z"></path><path fill="#496E2D" d="M0 0h170.7v341.3H0z"></path><g fill="#FFDA44"><path d="M341.3 0H512v341.3H341.3zM256 102.2l17.2 53H329L283.9 188l17.2 53-45.1-32.7-45.1 32.7 17.2-53-45.1-32.8h55.8z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cameroon +237</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#0052B4" d="M0 0h512v341.3H0z"></path><path fill="#D80027" d="M0 182.2h512v41.4H0z"></path><path fill="white" d="M0 140.8h512v41.4H0zM0 223.6h512V265H0z"></path><g fill="#FFDA44" stroke="black" stroke-miterlimit="10"><path d="M150.4 70l6.9 21.1h22.2l-18 13.1 6.9 21.1-18-13.1-17.9 13.1 6.8-21.1-17.9-13.1h22.2zM150.4 279.7l6.9 21.1h22.2l-18 13 6.9 21.2-18-13.1-17.9 13.1 6.8-21.2-17.9-13h22.2zM52.8 208.8l6.9 21.1h22.2l-18 13 6.9 21.2-18-13.1-17.9 13.1 6.8-21.2-17.9-13H46zM90.1 91l6.9 21.1h22.2l-18 13 6.9 21.2-18-13.1-17.9 13.1 6.8-21.2-18-13h22.3zM23.8 162H46l6.8-21.1 6.9 21.1h22.2l-18 13.1 6.9 21.1-18-13-17.9 13 6.8-21.1zM72.2 310.9l6.8-21.1-18-13h22.3l6.8-21.2 6.9 21.2h22.2l-18 13 6.9 21.1-18-13zM248 208.8l-6.9 21.1h-22.2l18 13-6.9 21.2 18-13.1 18 13.1-6.9-21.2 18-13h-22.2zM210.7 91l-6.8 21.1h-22.2l17.9 13-6.8 21.2 17.9-13.1 18 13.1-6.9-21.2 18-13h-22.2zM277.1 162h-22.2l-6.9-21.1-6.9 21.1h-22.2l18 13.1-6.9 21.1 18-13 18 13-6.9-21.1zM228.7 310.9l-6.9-21.1 18-13h-22.2l-6.9-21.2-6.8 21.2h-22.2l17.9 13-6.8 21.1 17.9-13z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cape Verde +238</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.334h512v341.337H0z"></path><circle fill="#6DA544" cx="384" cy="181.79" r="29.682"></circle><path fill="#D80027" d="M332.054 174.377h103.88v44.522h-103.88z"></path><path fill="#496E2D" d="M435.942 255.997v-.001.001z"></path><path fill="#FFDA44" d="M332.058 285.678v29.682h15.616c9.364 9.176 22.18 14.84 36.326 14.84 14.147 0 26.962-5.664 36.326-14.84h15.616v-29.682H332.058z"></path><path fill="#338AF3" d="M332.058 211.475v44.522c0 39.759 51.942 51.942 51.942 51.942s51.942-12.182 51.942-51.942v-44.522H332.058z"></path><g fill="#F3F3F3"><path d="M383.997 235.256c-12.985 0-12.985 11.873-25.97 11.873s-12.985-11.873-25.97-11.873v20.777c12.985 0 12.985 11.873 25.97 11.873s12.985-11.873 25.97-11.873c12.986 0 12.986 11.873 25.973 11.873 12.986 0 12.986-11.873 25.973-11.873v-20.777c-12.986 0-12.986 11.873-25.973 11.873-12.986-.001-12.986-11.873-25.973-11.873zM383.997 193.666c-12.985 0-12.985 11.873-25.97 11.873s-12.985-11.873-25.97-11.873v20.777c12.985 0 12.985 11.873 25.97 11.873s12.985-11.873 25.97-11.873c12.986 0 12.986 11.873 25.973 11.873 12.986 0 12.986-11.873 25.973-11.873v-20.777c-12.986 0-12.986 11.873-25.973 11.873-12.986 0-12.986-11.873-25.973-11.873z"></path></g><path fill="white" d="M256 85.334v22.617l-46.069 30.709H256v64h-46.069L256 233.38v22.617h-22.628L160 207.078v48.919H96v-48.919l-73.372 48.919H0V233.38l46.069-30.72H0v-64h46.069L0 107.951V85.334h22.628L96 134.241V85.334h64v48.907l73.372-48.907z"></path><g fill="#D80027"><path d="M144 85.329h-32v69.334H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path d="M0 85.329v15.082l57.377 38.252H80zM256 85.329v15.082l-57.377 38.252H176z"></path><path d="M0 85.329v15.082l57.377 38.252H80zM256 85.329v15.082l-57.377 38.252H176zM0 255.997v-15.082l57.377-38.252H80zM256 255.997v-15.082l-57.377-38.252H176z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cayman Islands +1345</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#D80027" d="M0 0h512v341.3H0z"></path><g fill="#6DA544"><path d="M0 170.7h211.5V256H0zM300.5 170.7H512V256H300.5z"></path></g><path fill="#0052B4" d="M0 0v85.3h211.5V0h89v85.3H512V0z"></path><g fill="white"><path d="M300.5 85.3H512v85.3H300.5zM0 85.3h211.5v85.3H0z"></path></g><g fill="#FFDA44"><path d="M300.5 341.3h-89V256H0v85.3h512V256H300.5zM105.7 8.6l8.6 26.2h27.5L119.5 51l8.6 26.2L105.7 61 83.4 77.2 91.9 51 69.6 34.8h27.6z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Central African Republic +236</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.337H0z"></path><path fill="#0052B4" d="M0 85.331h170.663v341.337H0z"></path><path fill="#D80027" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Chad +235</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="white" d="M256 85.337h256V256H256z"></path><path fill="#0052B4" d="M0 85.337h256V256H0z"></path><path fill="white" d="M128 109.801l15.108 46.498H192l-39.554 28.739 15.108 46.498L128 202.799l-39.554 28.737 15.108-46.498L64 156.299h48.892z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Chile +56</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#D80027" d="M0 0h512v341.3H0z"></path><g fill="#FFDA44"><path d="M352.3 312.6L328 294.9l-24.4 17.7 9.3-28.6-24.3-17.7h30.1l9.3-28.6 9.3 28.6h30.1L343 284zM415.9 120.9l-24.4 17.7 9.3 28.6-24.3-17.7-24.4 17.7 9.3-28.6-24.3-17.7h30.1l9.3-28.6 9.3 28.6zM367.4 57.4L343 75l9.3 28.7L328 86l-24.4 17.7 9.3-28.7-24.3-17.6h30.1l9.3-28.7 9.3 28.7zM415.9 204.4L391.5 222l9.3 28.7-24.3-17.7-24.4 17.7 9.3-28.7-24.3-17.6h30.1l9.3-28.7 9.3 28.7z"></path></g><path fill="#FFDA44" d="M167.6 64.4l26 80.3h84.5l-68.3 49.6 26.1 80.4-68.3-49.7-68.4 49.7 26.1-80.4L57 144.7h84.5z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">China +86</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#0052B4" d="M0 0h512v341.3H0z"></path><path fill="#6DA544" d="M0 0h512v341.3"></path><g fill="white"><path d="M77.6 272l5.7 11.9 12.8-3-5.7 11.9 10.3 8.1-12.8 2.9V317l-10.3-8.3-10.2 8.3v-13.2l-12.8-2.9 10.3-8.1-5.8-11.9 12.9 3zM40.5 173.1l5.7 11.9 12.8-3-5.7 11.8 10.3 8.2-12.9 2.9.1 13.2-10.3-8.3-10.3 8.3.1-13.2-12.9-2.9 10.4-8.2L22 182l12.8 3zM77.6 92.2l5.7 11.8 12.8-2.9-5.7 11.8 10.3 8.2-12.8 2.9v13.1l-10.3-8.2-10.2 8.2V124l-12.8-2.9 10.3-8.2-5.8-11.8L72 104zM123.7 155.1l5.7 11.9 12.8-3-5.7 11.9 10.3 8.1-12.8 2.9v13.2l-10.3-8.2-10.2 8.2v-13.2l-12.8-2.9 10.3-8.1-5.7-11.9 12.8 3zM90.8 209.1l4.4 13.7h14.5L98 231.3l4.5 13.7-11.7-8.4-11.7 8.4 4.5-13.7-11.7-8.5h14.4z"></path></g><circle fill="#FFDA44" cx="267.1" cy="170.7" r="74.5"></circle><path fill="#6DA544" d="M267.1 220.3h24.8s10.8-19 0-37.2l24.8-24.8-12.4-24.8h-12.4s-6.2 18.6-31 18.6-31-18.6-31-18.6h-12.4l12.4 24.8-12.4 24.8 12.4 12.4s12.4-24.8 37.2-12.4c0 0 10.5 15.5 0 37.2z"></path><path fill="#FFDA44" d="M464.4 92.2c.6-2.9-.2-17.6-.2-20.7 0-21.3-13.9-39.4-33.2-45.7 5.9 12 9.2 25.4 9.2 39.7 0 4.8-.4 9.5-1.1 14.1-2.9-4.7-6.6-8.9-11.2-12.6-17.1-13.6-40.6-14-57.9-2.5 13.4 2.9 26.3 8.9 37.7 18 9 7.1 16.2 16.8 21.7 26.1 0 0-17.8 10.9-31 15.1s-42.3 7.9-42.3 7.9c72 12 132-36 132-36-6.5-13.4-15.8-4-23.7-3.4z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Christmas Island +61</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#6DA544" d="M0 0h512v341.3H0z"></path><g fill="#FFDA44"><path d="M422.7 252.4l6.2 12.8 13.8-3.2-6.2 12.8 11.2 8.8-13.9 3.2V301l-11.1-8.9-11.1 8.9v-14.2l-13.8-3.2 11.1-8.8-6.2-12.8 13.9 3.2zM376.1 116.1l6.2 12.9 13.8-3.2-6.2 12.8 11.2 8.8-13.9 3.1v14.3l-11.1-8.9-11.1 8.9.1-14.3-13.9-3.1 11.1-8.8-6.2-12.8L370 129zM413.1 38.3l6.2 12.8 13.8-3.2-6.2 12.8 11.2 8.9-13.9 3.1v14.2L413.1 78 402 86.9l.1-14.2-13.9-3.1 11.1-8.9-6.2-12.8 13.9 3.2zM464.9 96.7l6.2 12.8 13.9-3.2-6.3 12.8 11.2 8.9-13.9 3.1.1 14.2-11.2-8.9-11.1 8.9.1-14.2L440 128l11.2-8.9-6.3-12.8 13.9 3.2zM436.9 164.8l4.9 14.8h15.6l-12.6 9.2 4.8 14.9-12.7-9.2-12.6 9.2 4.8-14.9-12.6-9.2h15.6z"></path></g><path fill="#FFDA44" d="M306.8 254.7c-49.2 0-89.1-39.9-89.1-89.1s39.9-89.1 89.1-89.1c15.3 0 29.8 3.9 42.4 10.7C329.4 67.9 302.3 56 272.5 56c-60.5 0-109.6 49.1-109.6 109.6S212 275.3 272.5 275.3c29.8 0 56.9-11.9 76.6-31.3-12.6 6.8-27 10.7-42.3 10.7zM140.4 59.5C129.7 41 109.7 28.6 86.8 28.6S44 41 33.3 59.5h107.1zM140.6 59.9l-53.8 53.8-53.7-53.8C28 68.9 25 79.3 25 90.5c0 34.2 27.7 61.9 61.9 61.9s61.9-27.7 61.9-61.9c-.1-11.2-3.1-21.6-8.2-30.6z"></path><path fill="#A2001D" d="M71.4 98.2v52.2c4.9 1.3 10.1 1.9 15.5 1.9s10.5-.7 15.5-1.9V98.2h-31z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cocos (Keeling) Islands +61</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 343.096h512v83.567H0z"></path><path fill="#0052B4" d="M0 256h512v87.096H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Colombia +57</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M0 85.337h512v85.337H0z"></path><path fill="white" d="M0 170.663h512V256H0z"></path><path fill="#D80027" d="M0 256h512v85.337H0z"></path><path fill="#6DA544" d="M256 256.006L0 426.668V85.331z"></path><g fill="white"><path d="M68.638 256c0-24.865 17.476-45.638 40.812-50.734a52.059 52.059 0 00-11.13-1.208c-28.688 0-51.942 23.255-51.942 51.942s23.255 51.942 51.942 51.942c3.822 0 7.543-.425 11.13-1.208-23.337-5.096-40.812-25.869-40.812-50.734z"></path><path d="M108.877 211.478l2.762 8.503h8.94l-7.232 5.256 2.762 8.502-7.232-5.255-7.234 5.255 2.764-8.502-7.234-5.256h8.94zM108.877 233.739l2.762 8.503h8.94l-7.232 5.255 2.762 8.503-7.232-5.255-7.234 5.255 2.764-8.503-7.234-5.255h8.94zM108.877 256l2.762 8.503h8.94l-7.232 5.255 2.762 8.503-7.232-5.255-7.234 5.255 2.764-8.503-7.234-5.255h8.94zM108.877 278.261l2.762 8.502h8.94l-7.232 5.256 2.762 8.503-7.232-5.255-7.234 5.255 2.764-8.503-7.234-5.256h8.94z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Comoros +269</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.331h512v341.337H0z"></path><path fill="#6DA544" d="M443.726 85.331L102.4 426.657H0V85.331z"></path><path fill="#FFDA44" d="M500.124 85.331L158.798 426.657H11.876L353.202 85.331z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Congo +242</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.332h512v341.337H0z"></path><g fill="white"><path d="M384 156.705l5.283 16.254h17.089l-13.826 10.045 5.281 16.254L384 189.211l-13.825 10.047 5.28-16.254-13.825-10.045h17.089zM313.791 185.786l15.228 7.758 12.084-12.083-2.673 16.879 15.227 7.759-16.879 2.673-2.674 16.88-7.76-15.227-16.878 2.673 12.086-12.084zM284.71 255.995l16.254-5.281.001-17.089 10.044 13.825 16.254-5.282-10.046 13.827 10.046 13.826-16.254-5.28-10.044 13.825v-17.09zM313.791 326.204l7.759-15.229-12.084-12.084 16.881 2.674 7.757-15.227 2.674 16.879 16.879 2.672-15.227 7.759 2.673 16.882-12.084-12.087zM384 355.284l-5.281-16.253h-17.091l13.827-10.045-5.28-16.254L384 322.776l13.827-10.044-5.281 16.254 13.826 10.045h-17.089zM454.209 326.204l-15.229-7.758-12.083 12.084 2.673-16.882-15.227-7.756 16.879-2.675 2.675-16.879 7.756 15.227 16.881-2.674-12.086 12.085zM483.29 255.995l-16.254 5.281v17.09l-10.045-13.826-16.254 5.281 10.046-13.826-10.046-13.827 16.254 5.282 10.045-13.825v17.089zM454.209 185.788l-7.757 15.226 12.082 12.084-16.881-2.673-7.756 15.227-2.675-16.88-16.879-2.675 15.227-7.757-2.673-16.878 12.084 12.082zM0 186.665v16h46.069L0 233.377v7.539l57.377-38.252H80L0 255.998h112v-69.334H0zm96 69.331H22.628L96 207.083v48.913zM176 138.665l80-53.334H144v69.334h112v-16h-46.069L256 107.951v-7.539l-57.377 38.251H176v.002zm-16-53.332h73.372L160 134.246V85.333zM144 255.998h112l-80-53.334h22.623L256 240.917v-7.539l-46.069-30.713H256v-16H144v69.333zm16-48.915l73.372 48.913H160v-48.913zM112 85.331H0l80 53.334H57.377L0 100.413v7.539l46.069 30.712H0v16h112V85.331zm-16 48.915L22.628 85.333H96v48.913z"></path></g><g fill="#D80027"><path d="M144 85.331h-32v69.334H0v32h112v69.333h32v-69.333h112v-32H144z"></path><path d="M80 138.665L0 85.331v15.082l57.377 38.252zM176 138.665h22.623L256 100.413V85.331zM57.377 202.665L0 240.917v15.081l80-53.333zM176 202.665l80 53.333v-15.081l-57.377-38.252z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cook Islands +682</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.326H0z"></path><path fill="#D80027" d="M0 211.473h512v89.043H0z"></path><g fill="#0052B4"><path d="M0 352.462h512v74.207H0zM0 85.331h512v74.207H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Costa Rica +506</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.326H0z"></path><path fill="#6DA544" d="M330.207 85.331H512v341.337H330.207z"></path><path fill="#FF9811" d="M0 85.331h181.793v341.337H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cote d'Ivoire +225</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M0 0h513v114H0z"></path><path fill="#0052B4" d="M0 228h513v114H0z"></path><g fill="#338AF3"><path d="M309.3 113.2v-44l17.5-14.4 17.7 14.4v44zM203.7 113.2v-44l-17.3-14.4-17.9 14.4v44zM238.9 113.2v-44l17.6-14.4 17.6 14.4v44z"></path></g><g fill="#0052B4"><path d="M309.3 113.2h-35.2v-44l17.5-14.4 17.7 14.4zM238.9 113.2h-35.2v-44l17.5-14.4 17.7 14.4z"></path></g><path stroke="#D80027" fill="white" d="M168.5 113.2v101.9c0 24.3 14.4 46.2 35.4 59.4 21.3 13.4 42.1 14.7 52.6 14.7s31.4-1.7 52.6-14.8c21-13 35.4-35.1 35.4-59.3V113.2h-176z"></path><g fill="#D80027"><path d="M168.5 113.2h35.2v35.2h-35.2zM238.9 113.2h35.2v35.2h-35.2zM309.3 113.2h35.2v35.2h-35.2zM203.7 148.4h35.2v35.2h-35.2zM274.1 148.4h35.2v35.2h-35.2zM168.5 183.6h35.2v35.2h-35.2zM203.7 218.8h35.2V254h-35.2zM238.9 183.6h35.2v35.2h-35.2zM309.3 183.6h35.2v35.2h-35.2zM274.1 218.8h35.2V254h-35.2zM309.3 274.3c8.6-5.4 16.2-12.3 22-20.3h-22v20.3zM181.7 254c5.8 8 13.3 14.9 22 20.4V254h-22zM238.9 254v33.7c7.2 1.2 13.3 1.5 17.6 1.5 4.3 0 10.4-.3 17.6-1.6V254h-35.2z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Croatia +385</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#FF9811" d="M0-40.8v422.9-211.4z"></path><path fill="white" d="M0 0h512v341.3H0z"></path><g fill="#0052B4"><path d="M0 0h512v68.3H0zM0 136.5h512v68.3H0zM0 273.1h512v68.3H0z"></path></g><path fill="#D80027" d="M256 170.7L0 341.3V0z"></path><path fill="white" d="M81.5 94.8l16.9 51.9H153l-44.2 32.1 16.9 52-44.2-32.1-44.2 32.1 16.9-52L10 146.7h54.6z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cuba +53</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><path fill="#6DA544" d="M371.5 275.9l-11.1-15c-22.4 16.1-67.7 35.8-104.3 35.8-35.8 0-79.6-17.1-104.3-35.8l-11.1 15c10 10.3 46.9 27 88.4 38.4-3.9 6-1.6 6.1 2.6 10.8 8.5-6.6 17.4-1.5 24.9-7.3 7.5 5.8 16.3.7 24.9 7.3 5.4-5.6 5.4-5.6 2.5-11.1 41-11.7 77-27.6 87.5-38.1z"></path><path fill="#DB7D00" d="M113.7 168.7s.2 79.9 89 77.8L208 263h10.6s-8.9-49 71.7-49.4c0 0 0-32.9 32.9-32.9h49.4S294 119 442.8 40.1l2.2-15.6s-154.8 84.6-237 68.1c0 0 12.7 50.7-12.9 50.7-12.8 0-11.6-9.6-38.4-9.6-22.3 0-20.6 23.5-31.3 23.2S103 142.3 102 144.8s11.7 23.9 11.7 23.9z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cyprus +357</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M512 256v170.663H0L215.185 256z"></path><path fill="white" d="M512 85.337V256H215.185L0 85.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Czech Republic +420</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#338AF3" d="M0 0h512v341.3H0z"></path><path fill="#FFDA44" d="M512 66.9V0H411.7L0 274.4v66.9h100.3z"></path><path fill="#D80027" d="M512 0v40.1L60.2 341.3H0v-40.1L451.8 0z"></path><path fill="#FFDA44" d="M93.6 31.2l16.3 50.4H163l-42.9 31.2 16.4 50.5-42.9-31.2-43 31.2L67 112.8 24.1 81.6h53.1z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Democratic Republic of the Congo +243</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h513v342H0z"></path><path fill="white" d="M190 0h-60v140H0v60h130v142h60V200h323v-60H190z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Denmark +45</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#6DA544" d="M0 0h512v341.3H0z"></path><path fill="#338AF3" d="M512 0v166.7L0 170.8V0z"></path><path fill="white" d="M256 170.7L0 341.3V0z"></path><path fill="#D80027" d="M89.8 92.5l17 52.4H162l-44.6 32.5 17 52.4-44.6-32.4-44.6 32.4 17-52.4-44.6-32.5h55.2z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Djibouti +253</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#496E2D" d="M0 0h512v341.3H0z"></path><path d="M0 110.7v120h512v-120z"></path><path fill="#FFDA44" d="M0 110.7h512v40H0z"></path><path fill="white" d="M0 190.7h512v40H0z"></path><path d="M196 0h120v341.3H196z"></path><path fill="#FFDA44" d="M196 0h40v341.3h-40z"></path><path fill="white" d="M274.7 0h40v341.3h-40z"></path><circle fill="#D80027" cx="256" cy="170.7" r="123.1"></circle><g fill="#496E2D"><path d="M256 58.6l4.6 14.2h15l-12.1 8.9 4.6 14.2-12.1-8.8-12.1 8.8 4.6-14.2-12.1-8.9h15zM190.1 80l12.2 8.8 12.1-8.8-4.6 14.3 12.1 8.8h-15l-4.6 14.2-4.7-14.2h-15l12.1-8.8zM149.4 136h15l4.6-14.2 4.7 14.2h15l-12.2 8.8 4.7 14.3-12.2-8.8-12.1 8.8 4.6-14.3zM149.4 205.3l12.1-8.8-4.6-14.3L169 191l12.2-8.8-4.7 14.3 12.2 8.8h-15l-4.7 14.3-4.6-14.3zM190.1 261.4l4.6-14.3-12.1-8.8h15l4.7-14.3 4.6 14.3h15l-12.1 8.8 4.6 14.3-12.1-8.9zM256 282.8l-4.6-14.3h-15l12.1-8.8-4.6-14.3 12.1 8.8 12.1-8.8-4.6 14.3 12.1 8.8h-15zM321.9 261.4l-12.2-8.9-12.1 8.9 4.6-14.3-12.1-8.8h15l4.6-14.3 4.7 14.3h15l-12.1 8.8zM362.6 205.3h-15l-4.6 14.3-4.7-14.3h-15l12.2-8.8-4.7-14.3L343 191l12.1-8.8-4.6 14.3zM362.6 136l-12.1 8.8 4.6 14.3-12.1-8.8-12.2 8.8 4.7-14.3-12.2-8.8h15l4.7-14.2 4.6 14.2zM321.9 80l-4.6 14.3 12.1 8.8h-15l-4.7 14.2-4.6-14.2h-15l12.1-8.8-4.6-14.3 12.1 8.8z"></path></g><path fill="#496E2D" d="M279.3 168.7c-11-21.1-14.5-25.1-14.5-25.1s.4-9.7.4-15.6c0-8.8-7.4-15.8-16.5-15.8-8.6 0-15.7 2.9-16.5 11-4.2.9-8.6 4.1-8.6 10.7 0 4.8 1 7.3 5.2 9.3 2.1-4.6 4.3-4.8 9.3-6.4.8.6 1.7 3 2.6 3.4l.3 1s-13.3 6.6-13.3 30.9c0 29.5 22 45.4 22 45.4l-1.8.3-1.9 7.1h22v-7.2l11 17.5c.3-.3 10.2-47.6.3-66.5z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Dominica +1767</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><path fill="#D80027" d="M0 215.2h211.5v126.1H0z"></path><path fill="#0052B4" d="M0 0h211.5v126.2H0z"></path><path fill="#D80027" d="M300.5 0H512v126.2H300.5z"></path><path fill="#0052B4" d="M300.5 215.2H512v126.1H300.5z"></path><g stroke="white" stroke-width="5" stroke-miterlimit="10"><path fill="#0052B4" d="M256 130h-49.9v49.4s19.5 6 49.9 6V130z"></path><path fill="#D80027" d="M206.1 179.4v6c0 27.5 22.3 49.9 49.9 49.9v-49.9c-30.4 0-49.9-6-49.9-6z"></path><path fill="#0052B4" d="M256 235.3c27.5 0 49.9-22.3 49.9-49.9v-6s-19.5 6-49.9 6v49.9z"></path><path fill="#D80027" d="M256 130v55.4c30.4 0 49.9-6 49.9-6V130H256z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Dominican Republic +1849</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#FFDA44" d="M0 0h512v341.3H0z"></path><path fill="#0052B4" d="M0 170.7h512V256H0z"></path><path fill="#D80027" d="M0 256h512v85.3H0z"></path><circle fill="#FFDA44" cx="256" cy="170.7" r="59.4"></circle><path fill="#4C1F00" d="M369.2 79.9s-27.2-13.8-33.9-16c-6.7-2.2-49.1-13.2-49.1-7 0 10.3-13.5 12-15.5 12s-2-5.3-14.8-5.3-13.7 4.8-15.8 4.8c-2.2 0-14.5-1-14.5-11.5 0-5.2-42.9 4-49.1 7-6.1 3.1-33.9 16-33.9 16s45.8 2.7 53.9 6.2 43.8 16.5 43.8 16.5l-2.8 13.3h37.8l-3.8-13.3s35.1-12.7 43.8-16.5 53.9-6.2 53.9-6.2z"></path><path fill="#57BA17" d="M217.7 171.7c0 21.1 17.2 38.3 38.3 38.3 21.1 0 38.3-17.2 38.3-38.3v-11.5h-76.5v11.5z"></path><path fill="#338AF3" d="M256 110.5c-21.1 0-38.3 17.2-38.3 38.3v11.5h76.5v-11.5c.1-21.1-17.1-38.3-38.2-38.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Ecuador +593</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><path fill="#D80027" d="M0 0h512v113.8H0z"></path><path d="M0 227.6h512v113.8H0z"></path><path fill="#C09300" d="M220.3 204.4s0-58.4 4.5-64.7c3.1-4.3 16.8 5.2 22.7 4.5 0 0 4.2-7.5 4.5-12 .3-4.6-1.1-7.6-4.9-6.2 0 0-1.2-2.1.5-3.3 1.6-1.2 5.6.1 5.6.1s-.5-1 1.6-.9c2.9.2 7.2 1.4 7.4 5.6.2 3.1.3 7.7.4 8.7.7 6.8 2.7 8.7 2.7 8.7s18.4-9.2 22-5.2c3.3 3.8 4.5 64.7 4.5 64.7l-18.1-16.8 12.1 29.5s-14.4 2.4-28.9 2.4c-14.5 0-31.1-4.2-31.1-4.2l13.8-28.2-19.3 17.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Egypt +20</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><g fill="#0052B4"><path d="M0 85.337h512v113.775H0zM0 312.888h512v113.775H0z"></path></g><path fill="#FFDA44" d="M228.582 261.936L256 214.447l27.418 47.489z"></path><path fill="#6DA544" d="M291.616 277.616L256 295.425l-35.616-17.809v-23.744h71.232z"></path><path fill="#FFDA44" d="M289.579 216.485l-12.592 12.592c5.37 5.372 8.693 12.791 8.693 20.988 0 16.392-13.289 29.68-29.68 29.68-16.392 0-29.68-13.289-29.68-29.68 0-8.195 3.322-15.616 8.693-20.988l-12.592-12.592c-8.594 8.594-13.91 20.466-13.91 33.579 0 26.228 21.261 47.489 47.489 47.489s47.489-21.261 47.489-47.489c0-13.114-5.316-24.987-13.91-33.579z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">El Salvador +503</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#6DA544" d="M0 0h513v113.8H0z"></path><path fill="#D80027" d="M0 227.6h513V342H0z"></path><path fill="#0070C8" d="M126 170.7L0 341.3V0z"></path><path fill="none" stroke="black" stroke-miterlimit="10" d="M233.8 139.4v40.4c0 35.6 35.6 35.6 35.6 35.6s35.6 0 35.6-35.6v-40.4h-71.2z"></path><path fill="#786145" d="M264.5 179.8h9.8l4 25.8h-17.8z"></path><path fill="#6DA544" d="M287.2 162c0-9.8-8-14.8-17.8-14.8s-17.8 5-17.8 14.8c-4.9 0-8.9 4-8.9 8.9s4 8.9 8.9 8.9h35.6c4.9 0 8.9-4 8.9-8.9s-4-8.9-8.9-8.9z"></path><g fill="#FFDA00" stroke="black" stroke-miterlimit="10"><path d="M230.7 120l1.9 3.3h3.8l-1.9 3.3 1.9 3.2h-3.8l-1.9 3.3-1.9-3.3H225l1.9-3.2-1.9-3.3h3.8zM246 120l1.9 3.3h3.7l-1.9 3.3 1.9 3.2h-3.7l-1.9 3.3-1.9-3.3h-3.8l1.9-3.2-1.9-3.3h3.8zM261.3 120l1.9 3.3h3.7l-1.9 3.3 1.9 3.2h-3.7l-1.9 3.3-1.9-3.3h-3.8l1.9-3.2-1.9-3.3h3.8zM277.1 120l1.9 3.3h3.8l-1.9 3.3 1.9 3.2H279l-1.9 3.3-1.9-3.3h-3.7l1.8-3.2-1.8-3.3h3.7zM293.1 120l1.9 3.3h3.8l-1.9 3.3 1.9 3.2H295l-1.9 3.3-1.9-3.3h-3.7l1.8-3.2-1.8-3.3h3.7zM308.1 120l1.9 3.3h3.7l-1.9 3.3 1.9 3.2H310l-1.9 3.3-1.9-3.3h-3.8l1.9-3.2-1.9-3.3h3.8z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Equatorial Guinea +240</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#338AF3" d="M0 0h512v341.3H0z"></path><path fill="#56AF35" d="M0 0h512v170.7H0z"></path><path fill="#D80027" d="M0 341.3l512-170.7L0 0v341.3z"></path><g fill="#ffc945"><path d="M134.7 231.5c33.6 0 60.8-27.2 60.8-60.8s-27.2-60.8-60.8-60.8-60.8 27.2-60.8 60.8 27.2 60.8 60.8 60.8zm0 24.3c-47 0-85.2-38.1-85.2-85.2s38.1-85.2 85.2-85.2 85.2 38.1 85.2 85.2-38.2 85.2-85.2 85.2z"></path><circle cx="119.5" cy="148.3" r="17.5"></circle><circle cx="148.9" cy="158.5" r="17.5"></circle><circle cx="134.7" cy="135.2" r="17.5"></circle><circle cx="119.5" cy="172.7" r="17.5"></circle><circle cx="149.9" cy="182.8" r="17.5"></circle><circle cx="122.5" cy="198" r="17.5"></circle><circle cx="145.9" cy="205.2" r="17.5"></circle></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Eritrea +291</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#111" d="M0 85.337h512v341.326H0z"></path><path fill="#368FD8" d="M0 85.337h512v113.775H0z"></path><path fill="white" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Estonia +372</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 900 600"><path fill="#2B5DEA" d="M0 0h900v600H0V0z"></path><path fill="#FFDF29" d="M0 100h900v400H0V100z"></path><path fill="#D70000" d="M0 150h900v300H0V150z"></path><path fill="white" d="M450 171.4v257.2c114.3 0 171.4-85.7 214.3-128.6-42.9-42.9-100-128.6-214.3-128.6z"></path><path d="M450 171.4c-100 0-171.4 85.7-214.3 128.6C278.6 342.9 350 428.6 450 428.6V171.4z"></path><path fill="white" d="M346.3 254.3h21v91.3h-21zM398.2 254.3h21v91.3h-21z"></path><path d="M477.8 254.3h21v91.3h-21zM529.7 254.3h21v91.3h-21z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Eswatini +268</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 22.5 15"><path fill="#20AA46" d="M0 0h22.5v5H0V0z"></path><path fill="#E92F3B" d="M0 10h22.5v5H0v-5z"></path><path fill="#FADF50" d="M0 5h22.5v5H0V5z"></path><circle fill="#205CCA" cx="11.3" cy="7.5" r="5.2"></circle><path fill="#FFDB3D" d="M11.2 9.2L8.8 11l.9-2.9-2.4-1.8h3l1-2.8 1 2.9h3l-2.4 1.8.9 2.9-2.6-1.9zm0-1l.9.6-.3-1.1.9-.7h-1.1l-.4-1.1-.4 1.1H9.7l.9.7-.3 1.1c0 .1.9-.6.9-.6z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Ethiopia +251</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#0052B4" d="M0 0h512v341.3H0z"></path><path fill="white" d="M256 0v30.6l-45.2 25.1H256V115h-59.1l59.1 32.8v22.9h-26.7l-73.5-40.9v40.9h-55.6v-48.6l-87.5 48.6H0v-30.6L45.2 115H0V55.7h59.1L0 22.8V0h26.7l73.5 40.8V0h55.6v48.6L243.3 0z"></path><path fill="#D80027" d="M144 0h-32v69.3H0v32h112v69.4h32v-69.4h112v-32H144z"></path><path fill="#0052B4" d="M155.8 115L256 170.7v-15.8L184.2 115z"></path><path fill="white" d="M155.8 115L256 170.7v-15.8L184.2 115z"></path><g fill="#D80027"><path d="M155.8 115L256 170.7v-15.8L184.2 115zM71.8 115L0 154.9v15.8L100.2 115z"></path></g><path fill="#0052B4" d="M100.2 55.6L0 0v15.7l71.8 39.9z"></path><path fill="white" d="M100.2 55.6L0 0v15.7l71.8 39.9z"></path><g fill="#D80027"><path d="M100.2 55.6L0 0v15.7l71.8 39.9zM184.2 55.6L256 15.7V0L155.8 55.6z"></path></g><path fill="#1F8BDE" d="M312.2 194.2v-90c0-8.5 6.5-15.3 15-15.3h120.5c8.3 0 15 6.8 15 15.3v90c0 75.2-75.2 105.3-75.2 105.3s-75.3-30.1-75.3-105.3z"></path><path fill="white" d="M312.2 194.2v-90c0-8.5 6.5-15.3 15-15.3h120.5c8.3 0 15 6.8 15 15.3v90c0 75.2-75.2 105.3-75.2 105.3s-75.3-30.1-75.3-105.3zm79.6 86.3c7.9-4.5 15.9-10 23.2-16.7 20.5-18.5 32.6-41.4 32.6-69.7v-90c0-.3-120.4-.3-120.4-.3v90.3c0 28.3 12.1 51.2 32.6 69.7 8.3 7.5 17.6 13.9 27.6 19 1.4-.6 2.8-1.4 4.4-2.3z"></path><path fill="#187536" d="M347.1 193.4c-2.6-7.9 1.7-14.3 10.1-14.3h60.5c8.2 0 12.8 6.3 10.1 14.3l-5.5 16.5c-2.6 7.9-8.9 9.2-15.8 4 0 0 2.6-4.8-19.1-4.8-21.7 0-19.1 4.8-19.1 4.8-6.1 5.7-13.1 4-15.8-4 .1.1-5.4-16.5-5.4-16.5z"></path><path fill="white" d="M357.4 179.1c8.1 1.6 17.8-15 30.1-15 13.1 0 21.8 17.1 30.1 15 7.4-1.8 15-22.2 15-30.1 0-16.6-20.2-30.1-45.1-30.1-24.9 0-45.1 13.5-45.1 30.1-.1 8.5 6.6 28.5 15 30.1zM356 270.7c6.2.4 12.5-1.8 17.2-6.5l9-9c2.9-2.9 7.5-2.9 10.4 0l9 9c4.7 4.7 11 6.9 17.1 6.5 5.3-.3 32.5-33.5 25.7-32.6-4.6.6-9.1 2.8-12.7 6.3l-.1.1-9 9c-2.9 2.9-7.5 2.9-10.4 0l-9-9c-8.7-8.8-22.9-8.8-31.7-.1l-.1.1-9 9c-2.9 2.9-7.5 2.9-10.4 0l-9-9c-3.5-3.5-7.8-5.6-12.3-6.3-6.7-1.1 20.1 32.2 25.3 32.5zM322.1 210c2.9-2.9 7.5-2.9 10.4 0l9 9c8.8 8.7 22.9 8.7 31.7 0l9-9c2.9-2.9 7.5-2.9 10.4 0l9 9c8.8 8.7 22.9 8.7 31.7 0l9-9c2.9-2.9 7.5-2.9 10.4 0 0 0 5.5-14.8 2.5-15.9-7.9-2.9-17.2-1.2-23.5 5.2l-.1.1-9 9c-2.9 2.9-7.5 2.9-10.4 0l-9-9c-8.7-8.8-22.9-8.8-31.7-.1l-.1.1-9 9c-2.9 2.9-7.5 2.9-10.4 0l-9-9c-6.2-6.2-15.1-8-22.8-5.5-3.1 1.1 1.9 16.1 1.9 16.1z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Falkland Islands (Malvinas) +500</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><path fill="#0F61A5" d="M512 214.5H206.2v126.8H118.4V214.5H0v-87.7h118.4V0H206.2v126.8H512V192z"></path><path fill="#E50E3D" d="M512 149.3V192H183.7v149.3H141V192H0v-42.7h141V0h42.7v149.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Faroe Islands +298</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#2E52B2" d="M0 0h512v341.3H0z"></path><path fill="white" d="M256 0v22.6l-46.1 30.7H256v64h-46.1L256 148v22.7h-22.6l-73.4-49v49H96v-49l-73.4 49H0V148l46.1-30.7H0v-64h46.1L0 22.6V0h22.6L96 48.9V0h64v48.9L233.4 0z"></path><g fill="#D80027"><path d="M144 0h-32v69.3H0v32h112v69.4h32v-69.4h112v-32H144z"></path><path d="M0 0v15.1l57.4 38.2H80zM256 0v15.1l-57.4 38.2H176z"></path><path d="M0 0v15.1l57.4 38.2H80zM256 0v15.1l-57.4 38.2H176zM0 170.7v-15.1l57.4-38.3H80zM256 170.7v-15.1l-57.4-38.3H176z"></path></g><path fill="#F3F3F3" d="M307.1 127.1v92c0 61.6 80.5 80.5 80.5 80.5s80.4-19 80.4-80.6v-92l-80.5-23-80.4 23.1z"></path><path fill="#D80027" d="M468 132.8V98.3H307.1v34.5h69v69h-69v23h69V296c6.9 2.5 11.5 3.5 11.5 3.5s4.6-1.1 11.5-3.5v-71.2h69v-23h-69v-69H468z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Fiji +679</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><path fill="#2E52B2" d="M512 129.3V212H203.7v129.3H121V212H0v-82.7h121V0h82.7v129.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Finland +358</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><path fill="#0052B4" d="M0 85.331h170.663v341.337H0z"></path><path fill="#D80027" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">France +33</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 90 60"><path fill="#FDEB01" d="M0 0l90 60H0z"></path><path fill="#58A846" d="M90 0v60L0 0z"></path><path fill="#ED3D24" stroke="#A02021" stroke-miterlimit="10" d="M54.1 35.3l14.7-10.7H50.6L45 7.3l-5.6 17.3H21.2l14.7 10.7-5.6 17.4L45 42l14.7 10.7z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">French Guiana +594</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><g fill="#D80027"><path d="M0 85.337h512v113.775H0zM0 312.888h512v113.775H0z"></path></g><path fill="#FFDA44" d="M293.991 256c0 20.982-17.01 33.243-37.992 33.243S218.008 276.982 218.008 256s17.01-37.992 37.992-37.992 37.991 17.01 37.991 37.992z"></path><path fill="#0052B4" d="M293.991 256c0 20.982-17.01 37.992-37.992 37.992s-37.992-17.01-37.992-37.992"></path><g fill="#D80027"><path d="M232.259 246.506h9.498v19h-9.498zM270.247 246.506h9.498v19h-9.498zM251.247 232.259h9.498v33.243h-9.498z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">French Polynesia +689</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><path fill="#6DA544" d="M0 85.337h512v113.775H0z"></path><path fill="#0052B4" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Gabon +241</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#1a7e25" d="M0 322.783h512v103.88H0z"></path><path fill="#cf0d19" d="M0 85.337h512v104.515H0z"></path><path fill="#0052B4" d="M0 210.877h512v89.656H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Gambia +220</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 22.5 15"><path fill="white" d="M.8 0h21v15H.8V0z"></path><path fill="#eb000e" d="M9.8 6H0v3h9.8v6h3V9h9.8V6h-9.8V0h-3v6z"></path><path fill="#eb000e" d="M17.3 2.7l-.2-1.2h1l-.2 1.2 1.2-.2v1l-1.2-.2.2 1.2h-1l.2-1.2-1.2.2v-1l1.2.2zm-12.7 0l-.2-1.2h1l-.2 1.2 1.2-.2v1l-1.2-.2.2 1.2h-1l.2-1.2-1.2.2v-1l1.2.2zm0 9l-.2-1.2h1l-.2 1.2 1.2-.2v1l-1.2-.2.2 1.2h-1l.2-1.2-1.2.2v-1l1.2.2zm12.7 0l-.2-1.2h1l-.2 1.2 1.2-.2v1l-1.2-.2.2 1.2h-1l.2-1.2-1.2.2v-1l1.2.2z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Georgia +995</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#496E2D" d="M0 312.888h512v113.775H0z"></path><path d="M255.883 199.111l14.119 43.458 40.366 3.2-36.969 26.861 19.453 40.259-36.969-26.859-36.97 26.859 14.123-43.459-36.969-26.861h45.696z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Ghana +233</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M0 230h513v112H0z"></path><path fill="#D80027" stroke="black" stroke-miterlimit="10" d="M363.1 131.8V99.1H374V77.3h-21.9v10.9h-21.8V77.3h-21.8v21.8h10.9v32.7h-21.8V55.5h10.9V33.7h-21.8v10.9h-10.9V33.7H254v10.9h-10.9V33.7h-21.8v21.8h10.9v76.3h-21.8V99.1h10.9V77.3h-21.8v10.9h-21.8V77.3h-21.8v21.8h10.9v32.7H145V219h239.9v-87.2z"></path><path fill="#FFDA44" stroke="black" stroke-miterlimit="10" d="M264.9 235.5l-24.2 18.2 19.1 14.3v31.3h-23.2v9h23v7.9h-23v9.3H270V268l19.1-14.3-24.2-18.2zm0 25.3l-10.1-7.1 10.1-7.1 10.1 7.1-10.1 7.1z"></path><path d="M239.6 209.7v-27.9s.1-22.3 25-22.3c24.8 0 25.7 22 25.7 22v28.2h-50.7zM170.5 209.7v-24.3s.1-18.7 19.6-18.7 20.2 18.4 20.2 18.4v24.5h-39.8z"></path><path d="M169.1 209.7v-24.3s.1-18.7 19.6-18.7 20.2 18.4 20.2 18.4v24.5h-39.8zM320.9 209.7v-24.3s.1-18.7 19.6-18.7 20.2 18.4 20.2 18.4v24.5h-39.8zM329.3 132v-15.7s.1-12.1 11.3-12.1c11.3 0 11.7 11.9 11.7 11.9V132h-23zM250.5 132v-23.7s.1-18.3 14.3-18.3c14.2 0 14.7 18 14.7 18v24h-29zM177.5 132v-15.7s.1-12.1 11.3-12.1 11.7 11.9 11.7 11.9V132h-23z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Gibraltar +350</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#1571CC"><path d="M0 0h513v38H0zM0 76h513v38H0zM0 152h513v38H0zM0 228h513v38H0zM0 304h513v38H0z"></path></g><path fill="#1571CC" d="M0 0h190v190H0z"></path><g fill="white"><path d="M0 76h190v38H0z"></path><path d="M76 0h38v190H76z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Greece +30</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h513v342H0z"></path><path fill="white" d="M513 0v171H0V0z"></path><circle fill="white" cx="185.8" cy="171.2" r="117.8"></circle><path fill="#D80027" d="M68 171c0-65.1 52.8-117.8 117.8-117.8 65.1 0 117.8 52.8 117.8 117.8"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Greenland +299</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#c60a0a" d="M0 0h512v341.3H0z"></path><path fill="#3E8446" d="M256 170.7L44.5 296.8V44.5z"></path><g fill="#FFDA44"><path d="M256 170.7l211.5 126.1h-423zM467.5 44.5L256 170.7 44.5 44.5z"></path></g><path fill="#3E8446" d="M467.5 44.5v252.3L256 170.7z"></path><g fill="#FFDA44"><path d="M256 10.4l3.3 10.2H270l-8.6 6.3 3.3 10.2-8.7-6.3-8.7 6.3 3.3-10.2-8.6-6.3h10.7zM170.1 10.4l3.3 10.2h10.7l-8.6 6.3 3.3 10.2-8.7-6.3-8.7 6.3 3.3-10.2-8.6-6.3h10.7zM341.9 10.4l3.3 10.2H356l-8.7 6.3 3.3 10.2-8.7-6.3-8.7 6.3 3.3-10.2-8.6-6.3h10.7zM256 304.2l3.3 10.2H270l-8.6 6.3 3.3 10.2-8.7-6.3-8.7 6.3 3.3-10.2-8.6-6.3h10.7zM170.1 304.2l3.3 10.2h10.7l-8.6 6.3 3.3 10.2-8.7-6.3-8.7 6.3 3.3-10.2-8.6-6.3h10.7zM341.9 304.2l3.3 10.2H356l-8.7 6.3 3.3 10.2-8.7-6.3-8.7 6.3 3.3-10.2-8.6-6.3h10.7z"></path></g><circle fill="#c60a0a" cx="244.5" cy="170.7" r="76.2"></circle><path fill="#FFDA44" d="M244.5 110.1l13.6 41.8h44l-35.6 25.8 13.6 41.8-35.6-25.8-35.5 25.8 13.6-41.8-35.6-25.8h44zM107.7 167.8c4.4 6.9 2.3 16.1-4.6 20.5s-16.1 2.3-20.5-4.6c-7.9-12.5-3.3-33-3.3-33s20.4 4.6 28.4 17.1z"></path><circle fill="#A2001D" cx="99.1" cy="182.1" r="7.4"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Grenada +1473</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><path fill="#0052B4" d="M0 85.331h170.663v341.337H0z"></path><path fill="#D80027" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guadeloupe +590</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h512v341.3H0z"></path><path fill="#0052B4" d="M11.1 11.1h489.7v319.1H11.1z"></path><path fill="#7DBEF1" d="M256 285.3s76.4-51.3 76.4-114.6S256 56 256 56s-76.4 51.3-76.4 114.6S256 285.3 256 285.3z"></path><path fill="#1C8AE6" d="M179.8 180.7h152.6l-29.3 64.9h-95.2z"></path><path fill="#FFF042" d="M192.3 205.9s40.5 38.2 51 38.2c12.4 0 12.6-18.4 25.5-25.5 20.2-11.1 51-12.7 51-12.7L297 248.7l-41 36.6-46.8-39.7-16.9-39.7z"></path><path fill="#259C7B" d="M256 157.5l-22.5 15.6 7.9-26.2-21.8-16.5 27.4-.5 9-25.9 9 25.9 27.4.5-21.8 16.6 7.9 26.2-22.5-15.7z"></path><path fill="#8E5715" d="M249.7 144.6c-.9 9.2-1.5 18.4-1.7 27.6-.3 11.9.3 20.7 2 26 2.2 6.6 7.2 12.9 14.2 18.9 5.3 4.6 10.6 8.1 14.2 10.1 3.1 1.7 7 .6 8.7-2.4 1.7-3.1.6-7-2.4-8.7-4.3-2.5-8.4-5.4-12.2-8.7-5.4-4.6-9.1-9.2-10.4-13.3-1.1-3.4-1.6-11.3-1.4-21.7.2-8.9.8-17.8 1.7-26.6.4-3.5-2.2-6.6-5.7-7-3.6-.3-6.7 2.3-7 5.8z"></path><path fill="white" d="M217.8 170.7l25.5 38.2h-25.5v-38.2z"></path><path fill="none" stroke="#D80027" stroke-width="12" stroke-miterlimit="10" d="M256 285.3s76.4-51.3 76.4-114.6S256 56 256 56s-76.4 51.3-76.4 114.6S256 285.3 256 285.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guam +1671</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#338AF3"><path d="M0 0h171v342H0zM342 0h171v342H342z"></path></g><circle fill="#DCC26D" cx="256" cy="155.8" r="25.5"></circle><path fill="#628A40" d="M194.2 155.9c0 22.1 11.8 42.5 30.8 53.5 5.9 3.4 13.5 1.4 16.9-4.5 3.4-5.9 1.4-13.5-4.5-16.9-11.5-6.6-18.5-18.9-18.5-32.1 0-6.8-5.5-12.4-12.4-12.4s-12.3 5.5-12.3 12.4zm95.1 52.1c17.8-11.4 28.6-31 28.5-52.1 0-6.8-5.5-12.4-12.4-12.4-6.8 0-12.4 5.5-12.4 12.4 0 12.7-6.5 24.5-17.1 31.3-5.8 3.6-7.7 11.2-4.1 17 3.6 5.8 11.2 7.7 17 4.1.2-.1.3-.2.5-.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guatemala +502</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M308 0H204v118.7H0v104h204V342h104V222.7h205v-104H308z"></path><path fill="#FFDA44" d="M368.6 188l26 17.3V136l-26 17.3h-95.3V58.1l17.3-26h-69.2l17.3 26v95.2h-95.3l-26-17.3v69.3l26-17.3h95.3v95.2l-17.3 26h69.2l-17.3-26V188z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guernsey +44</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#FFDA44" d="M0 0h512v342H0z"></path><path fill="#6DA544" d="M342 0h171v342H342z"></path><path fill="#D80027" d="M0 0h171v342H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guinea +224</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M0 85.331h512v341.337H0z"></path><path fill="#FFDA44" d="M0 85.331h512v170.663H0z"></path><path fill="#D80027" d="M0 85.331h181.793v341.337H0z"></path><path d="M98.32 195.127l15.107 46.497h48.894l-39.555 28.74 15.108 46.498-39.554-28.737-39.556 28.737 15.111-46.498-39.554-28.74h48.891z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guinea-Bissau +245</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 900 600"><path fill="#009E49" d="M0 0h900v600H0V0z"></path><path fill="white" d="M0 0l947 300L0 600V0z"></path><path fill="#FFD00D" d="M0 26.1L870 300 0 573.9V26.1z"></path><path fill="#2D2D2D" d="M0 0l450 300L0 600V0z"></path><path fill="#D3132F" d="M0 35l397.5 265L0 565V35z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guyana +592</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#A2001D" d="M0 0h513v172H0z"></path><path fill="#0052B4" d="M0 172h513v172H0z"></path><path fill="white" d="M381.4 251.5l-110.7-13.8-110.8 13.8V85.4h221.5z"></path><circle fill="#0052B4" cx="270.7" cy="182.3" r="55.4"></circle><circle fill="#A2001D" cx="270.7" cy="182.3" r="27.7"></circle><path fill="#6DA544" d="M229.1 113.1h83.1l-41.5 41.5z"></path><path fill="#FFDA44" d="M256.8 140.8h27.7v83h-27.7z"></path><path fill="#6DA544" d="M314.9 215.5h-88.5l-66.5 36h221.5z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Haiti +509</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.326H0z"></path><path fill="white" d="M256 85.331h256v341.337H256z"></path><path fill="#ACABB1" d="M321.353 233.837l32.073 42.43c-5.053 7.651-5.026 17.961.817 25.692 7.414 9.807 21.374 11.748 31.182 4.335 9.807-7.414 11.748-21.374 4.334-31.182-5.843-7.731-15.756-10.568-24.495-7.795l-49.988-66.129-11.838 8.949-17.759 13.424 17.899 23.677 17.775-13.401zm46.175 48.78a7.421 7.421 0 118.95 11.84 7.421 7.421 0 01-8.95-11.84z"></path><path fill="#FFDA44" d="M376.367 247.24l17.899-23.677-17.759-13.424-11.838-8.949-49.988 66.129c-8.74-2.775-18.651.063-24.495 7.795-7.414 9.808-5.473 23.768 4.334 31.182 9.808 7.414 23.768 5.473 31.182-4.335 5.845-7.731 5.871-18.041.817-25.692l32.073-42.43 17.775 13.401zm-62.504 45.771a7.42 7.42 0 11-11.84-8.95 7.42 7.42 0 0111.84 8.95z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Holy See (Vatican City State) +379</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#338AF3"><path d="M0 0h513v114H0zM0 228h513v114H0zM203.5 117.9l6.7 16.6 17.6 1-14 10.9 4.7 17.7-15-9.9-15 9.9 4.7-17.7-14-10.9 17.6-1zM308.5 117.9l6.7 16.6 17.6 1-14 10.9 4.7 17.7-15-9.9-15 9.9 4.7-17.7-14-10.9 17.6-1zM256 147.6l6.7 16.6 17.6 1-14 10.9 4.7 17.7-15-9.9-15 9.9 4.7-17.7-14-10.9 17.6-1zM203.5 177.3l6.7 16.6 17.6 1-14 10.9 4.7 17.6-15-9.9-15 9.9 4.7-17.6-14-10.9 17.6-1zM308.5 177.3l6.7 16.6 17.6 1-14 10.9 4.7 17.6-15-9.9-15 9.9 4.7-17.6-14-10.9 17.6-1z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Honduras +504</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#6DA544" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Hungary +36</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.334h512v341.337H0z"></path><path fill="white" d="M512 295.883H202.195v130.783H122.435V295.883H0V216.111h122.435V85.329H202.195v130.782H512V277.329z"></path><path fill="#D80027" d="M512 234.666v42.663H183.652v149.337h-42.674V277.329H0v-42.663h140.978V85.329h42.674v149.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Iceland +354</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#A2001D" d="M0 85.337h512V256H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Indonesia +62</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h512v342H0z"></path><path fill="#6DA544" d="M0 0h513v114H0z"></path><g fill="#D80027"><path d="M0 227.9h513v114H0zM278.8 134.8c.1 2 8.7 26.2 4.4 39.4-6.6 20.3-15.8 21.8-19.8 24.5V134l-6.9-4.2-6.9 4.2v64.7c-4-2.7-12.4-2.4-19.8-24.5-4.3-12.7 5.7-37.3 5.8-39.2 0 0-9.5 8.1-15.8 24-5.9 14.8 1.9 49.6 29.5 54.8 2.3.4 4.7 5.6 7.2 5.6 2.1 0 4.1-5.2 6-5.5 28.4-4.6 35-41.7 29.9-55.6-5.4-14.6-13.6-23.5-13.6-23.5z"></path></g><g fill="white" opacity=".5"><path d="M44.6 98.9h22.3v24.4H44.6zM0 98.9h22.3v24.4H0zM89.2 98.9h22.3v24.4H89.2zM133.8 98.9h22.3v24.4h-22.3zM178.4 98.9h22.3v24.4h-22.3zM223 98.9h22.3v24.4H223zM267.7 98.9H290v24.4h-22.3zM312.3 98.9h22.3v24.4h-22.3zM356.9 98.9h22.3v24.4h-22.3zM401.5 98.9h22.3v24.4h-22.3zM446.1 98.9h22.3v24.4h-22.3zM490.7 98.9H513v24.4h-22.3zM44.6 216.9h22.3v25.5H44.6zM0 216.9h22.3v25.5H0zM89.2 216.9h22.3v25.5H89.2zM133.8 216.9h22.3v25.5h-22.3zM178.4 216.9h22.3v25.5h-22.3zM223 216.9h22.3v25.5H223zM267.7 216.9H290v25.5h-22.3zM312.3 216.9h22.3v25.5h-22.3zM356.9 216.9h22.3v25.5h-22.3zM401.5 216.9h22.3v25.5h-22.3zM446.1 216.9h22.3v25.5h-22.3zM490.7 216.9H513v25.5h-22.3z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Iran +98</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#CE1126" d="M0 0h513v114H0z"></path><path d="M0 228h513v114H0z"></path><g fill="#547C31"><path d="M219.2 160.7h-29.3c1.5-5.7 6.6-9.9 12.8-9.9v-19.9c-18.3 0-33.1 14.9-33.1 33.1v16.5h49.6c1.8 0 3.3 1.5 3.3 3.3v6.6h-66.2v19.9h86.1v-26.5c0-12.7-10.4-23.1-23.2-23.1zM268.8 190.5v-59.6H249v79.5h33.1v-19.9zM335 190.5v-59.6h-19.8v59.6h-6.6v-19.8h-19.9v39.7h59.6v-19.9z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Iraq +964</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#E52D42" d="M0 0h513v342H0z"></path><path fill="white" d="M393.3 68.2h-45.8l-33.8 80.2-34.4-22.9s-24.7-59.1-34.4-68.2c-9.7-9.7-18.7-.6-48.9 7.8-29.6 8.4-30.8 18.7-42.2 18.7-4.8 0-19.9-17.5-27.7-22.3-12.1-7.8-16.9-4.2-13.9 7.2 1.2 4.8 10.9 10.9 16.9 19.9 7.8 11.5 12.7 25.9 12.7 25.9s10.9-10.3 16.9-12.1c9-2.4 19.3 1.8 31.4 0 15.1-2.4 31.4-10.9 31.4-10.9l4.2 43.4s-54.3 50.7-49.5 70.6 56.1 44.6 68.2 62.7c12.1 17.5-7.2 24.1-7.2 32.6s-1.8 19.9 7.2 16.3c9-3.6 10.3-18.1 18.7-31.4 6-9 10.3-13.9 11.5-17.5 1.8-9-23.5-32-37.4-48.9-6.6-7.8-19.9-18.7-19.9-18.7l39.2-29.6s67.6 27.7 82.6 18.7c15.1-9 19.3-98.3 19.3-98.3l47-11.5-12.1-11.7z"></path><path fill="#F8DD4E" d="M279.3 262.4c-6 0-11.5-4.8-11.5-11.5s4.8-11.5 11.5-11.5c6 0 11.5 4.8 11.5 11.5s-5.5 11.5-11.5 11.5zm45.8-182.8c-6 0-11.5-4.8-11.5-11.5s4.8-11.5 11.5-11.5c6 0 11.5 4.8 11.5 11.5s-5.5 11.5-11.5 11.5zm0 91.1c-6 0-11.5-4.8-11.5-11.5 0-6 4.8-11.5 11.5-11.5 6 0 11.5 4.8 11.5 11.5-.6 6.7-5.5 11.5-11.5 11.5zm-136.9 45.8c-6 0-11.5-4.8-11.5-11.5 0-6 4.8-11.5 11.5-11.5 6.6 0 11.5 4.8 11.5 11.5s-5.5 11.5-11.5 11.5zm45.2-136.9c-6 0-11.5-4.8-11.5-11.5s4.8-11.5 11.5-11.5c6 0 11.5 4.8 11.5 11.5s-4.8 11.5-11.5 11.5zm22.9 91.1c-6 0-11.5-10.3-11.5-22.9s4.8-22.9 11.5-22.9c6 0 11.5 10.3 11.5 22.9s-4.8 22.9-11.5 22.9zm-114-45.2c-6 0-11.5-4.8-11.5-11.5 0-6.6 4.8-11.5 11.5-11.5 6.6 0 11.5 4.8 11.5 11.5 0 6.6-4.8 11.5-11.5 11.5z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Isle of Man +44</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#2E52B2"><path d="M340.6 122.4h-56.1l-28-48.6-28 48.6h-56.1l28 48.6-28 48.6h56.1l28 48.6 28-48.6h56.1l-28-48.6 28-48.6zM293.2 171L276 204.2h-38.9L219.8 171l17.2-33.2h38.9l17.3 33.2zm-36.7-71.8l11.9 23.3h-23.9l12-23.3zm-58.3 38.6h23.9l-10.8 21-13.1-21zm0 66.4l13-22.1 11.9 22.1h-24.9zm58.3 37.5l-11.9-22.1h23.9l-12 22.1zm59.4-37.5h-25l11.9-22.1 13.1 22.1zm-26.1-66.4h26.1l-13 22.1-13.1-22.1zM0 21.3h512V64H0zM0 277.3h512V320H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Israel +972</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M341.334 85.33H0v341.332h512V85.33z"></path><path fill="#6DA544" d="M0 85.333h170.663V426.67H0z"></path><path fill="#D80027" d="M341.337 85.333H512V426.67H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Italy +39</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M0 85.337h512v341.326H0z"></path><path d="M215.864 256.006L0 399.911V112.089zM512 112.089v287.822L296.136 256.006z"></path><path fill="#0052B4" d="M512 112.089L296.136 256.006 512 399.911v26.757h-40.125L256 282.752 40.125 426.668H0v-26.757l215.864-143.905L0 112.089V85.331h40.125L256 229.248 471.875 85.331H512z"></path><path fill="#FFDA44" d="M512 112.089L296.136 256.006 512 399.911v26.757h-40.125L256 282.752 40.125 426.668H0v-26.757l215.864-143.905L0 112.089V85.331h40.125L256 229.248 471.875 85.331H512z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Jamaica +1876</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><circle fill="#D80027" cx="256" cy="255.994" r="96"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Japan +81</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M301.8 171L513 30.2V0h-45.3L256.5 140.8 45.3 0H0v30.2L211.2 171 0 311.8V342h45.3l211.2-140.8L467.7 342H513v-30.2z"></path><path fill="#FFDA44" d="M233.7 44.6l22.3 5.6 22.3-5.6 4-20.9-14.9 6.5L256 14.8l-11.4 15.4-14.9-6.5z"></path><path fill="#D80027" d="M233.7 44.6s-4 12.9-4 29.9c0 27.9 26.3 41.3 26.3 41.3s26.3-15.5 26.3-41.3c0-15.4-4-29.9-4-29.9s-8.1-5-22.3-5-22.3 5-22.3 5z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Jersey +44</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.339h512v341.326H0z"></path><path d="M0 85.339h512v113.775H0z"></path><path fill="#6DA544" d="M0 312.89h512v113.775H0z"></path><path fill="#D80027" d="M256 256.006L0 426.669V85.331z"></path><path fill="white" d="M77.913 224.802l7.876 16.469 17.786-4.11-7.965 16.426 14.303 11.343-17.808 4.014.049 18.255-14.241-11.421-14.241 11.421.05-18.255-17.809-4.014 14.303-11.343-7.965-16.426 17.786 4.11z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Jordan +962</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#36B6CC" d="M0 0h513v342H0V0z"></path><circle fill="#FFD400" cx="256.5" cy="170.9" r="68.4"></circle><path fill="#FFD400" d="M256.5 251.5l-27.9 41.7-7.1-49.7-43.2 25.5 15.2-47.8-50 4.2 34.4-36.5-46.9-18 46.8-18-34.4-36.5 50 4.2-15.2-47.8 43.2 25.4 7.1-49.7 27.9 41.7 27.9-41.7 7.1 49.7 43.2-25.4-15.2 47.8 50-4.2-34.3 36.6 46.8 17.9-46.8 18 34.4 36.5-50-4.2 15.2 47.8-43.2-25.4-7.1 49.7c0-.1-27.9-41.8-27.9-41.8zm0-.8c44.1 0 79.9-35.8 79.9-79.9S300.6 91 256.5 91s-79.9 35.8-79.9 79.9 35.8 79.8 79.9 79.8zM22.8 28.3c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6v-.1-11.3zm0 45.7c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6V74zm0 45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6v-.1-11.3zm0 45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6v-.1-11.3zm0 45.7c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6v-11.4zm0 45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6v-11.4zm0 45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6v-11.4zm22.8-22.8c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H51.3c-3.1 0-5.7-2.5-5.7-5.6v-11.4zm0-45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7V245c.1 3.1-2.4 5.7-5.6 5.7H51.3c-3.1 0-5.7-2.5-5.7-5.6v-11.4zm0-45.7c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H51.3c-3.1 0-5.7-2.5-5.7-5.6V188zm0-45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H51.3c-3.1 0-5.7-2.5-5.7-5.6v-.1-11.3zm0-45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H51.3c-3.1 0-5.7-2.5-5.7-5.6v-.1-11.3zm0-45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H51.3c-3.1 0-5.7-2.5-5.7-5.6V51.2z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Kazakhstan +77</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><path d="M0 85.331h512v90.579H0z"></path><path fill="#496E2D" d="M0 336.089h512v90.568H0z"></path><path fill="#A2001D" d="M0 198.606h512v114.799H0z"></path><g fill="white"><path d="M323.265 139.803l-25.583-11.809L256 222.376l-41.682-94.382-25.583 11.809 51.749 116.191-51.749 116.192 25.583 11.808L256 289.613l41.682 94.381 25.583-11.808-51.749-116.192z"></path><path d="M273.376 150.931C263.472 140.115 256 133.898 256 133.898s-7.472 6.216-17.376 17.032v210.127C248.528 371.873 256 378.091 256 378.091s7.472-6.216 17.376-17.033V150.931z"></path></g><g fill="#A2001D"><path d="M209.04 191.226v129.535c10.465 18.542 23.274 33.742 32.872 43.818V147.408c-9.599 10.076-22.408 25.275-32.872 43.818zM302.96 191.226c-10.465-18.543-23.274-33.742-32.872-43.818V364.58c9.599-10.077 22.407-25.276 32.872-43.818V191.226z"></path></g><path d="M302.96 191.226v129.535c10.594-18.774 18.784-40.973 18.784-64.767s-8.19-45.993-18.784-64.768zM209.04 191.226v129.535c-10.594-18.774-18.784-40.973-18.784-64.767s8.19-45.993 18.784-64.768z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Kenya +254</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 450 300"><path fill="#CE1126" d="M0 0h450v300H0V0z"></path><g fill="#FCD116"><circle cx="227.6" cy="161.2" r="56.2"></circle><path d="M254.1 73.4l-23.7 26 28.6 6.5zM202.6 73.6l-4.8 33.1 28.5-8zM296.9 100.3l-34.7 8.5 20.1 23.7zM158.6 98.5l15.5 32.7 20.2-22.7zM317.6 143.8l-34.4-9.9 5.6 29.5zM135.6 141.2l31.9 19.8 5.2-27.7z"></path></g><path fill="#003F87" d="M0 175h450v125H0V175z"></path><path fill="white" d="M0 267c15 0 30 13 45 13s30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13v-21c-15 0-30 13-45 13s-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13v21zm0-43c15 0 30 13 45 13s30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13v-21c-15 0-30 13-45 13s-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13v21zm0-43c15 0 30 13 45 13s30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13v-21c-15 0-30 13-45 13s-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13v21z"></path><path fill-rule="evenodd" clip-rule="evenodd" fill="#FCD116" d="M183.2 48.3l-1.1-5.3 22.4-3.7s-30.1-7.1-40-10.7c-14.3-5.1-16.3-12.1-16.3-12.1s44.7 11 64.8 11c4.3 0 12.8 10.7 12.8 10.7s14.8-14.9 21.9-15.4c32.1-2.3 66.6-6.4 66.6-6.4s-10 6.7-16 8.5c-16.2 4.9-50.6 11.7-50.6 11.7l-4.8 7.5H277l-14.4 4.3 7.4 6.9s-7.8-4.1-18.1-2.1c-7.1 1.3-15.4 6-22.9 8-18.7 4.8-29.9-12.8-29.9-12.8l-15.9-.1z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Kiribati +686</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#91DC5A" d="M0 85.331h512v341.337H0z"></path><path fill="white" d="M0 85.331h512v341.337H0z"></path><g fill="#0052B4"><path d="M0 85.331h512v57.188H0zM0 369.48h512v57.177H0z"></path></g><path fill="#D80027" d="M0 165.215h512v181.582H0z"></path><circle fill="white" cx="190.33" cy="255.994" r="65.668"></circle><path fill="#D80027" d="M190.332 190.332l14.734 45.346h47.757l-38.65 28.028 14.849 45.481-38.69-28.16-38.631 28.107 14.79-45.428-38.616-28.028h47.722z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Korea, Democratic People's Republic of Korea +850</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 900 600"><path fill="white" d="M0 0h900v600H0z"></path><g transform="rotate(-56.31)"><g stroke="black" stroke-width="25"><path d="M-75 228.3H75m-150 37.5H75m-150 37.5H75M-75 778.3H75m-150 37.5H75m-150 37.5H75"></path></g><path stroke="white" stroke-width="12.5" d="M0 753.3v125"></path><circle fill="#ca163a" cy="540.8" r="150"></circle><path fill="#0e4896" d="M0 390.8c-41.4 0-75 33.6-75 75s33.6 75 75 75 75 33.6 75 75-33.6 75-75 75c-82.8 0-150-67.2-150-150s67.2-150 150-150z"></path></g><g stroke="black" stroke-width="25"><path d="M231.56 535.73l-83.205-124.808M262.76 514.928l-83.205-124.807m114.407 104.006l-83.205-124.808M689.187 230.644l-83.205-124.807M720.39 209.843L637.184 85.036m114.407 104.006L668.386 64.234"></path></g><path stroke="white" stroke-width="12.5" d="M205.6 462.897l31.202-20.8m389.981-259.989l36.444-24.296m31.202-20.801l31.202-20.801"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Korea, Republic of South Korea +82</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.33"><path fill="#0052B4" d="M0 0h512v341.34H0z"></path><g fill="white"><path d="M220.72 42.63l7.95 16.11 17.77 2.58-12.86 12.54 3.04 17.7-15.9-8.36-15.9 8.36 3.03-17.7-12.86-12.54 17.78-2.58zM291.28 42.57l7.95 16.1 17.78 2.59-12.86 12.53 3.03 17.71-15.9-8.36-15.9 8.36 3.04-17.71-12.86-12.53 17.77-2.59zM353.36 53.93l7.95 16.11 17.77 2.58-12.86 12.54 3.04 17.7-15.9-8.35-15.9 8.35 3.04-17.7-12.87-12.54 17.78-2.58zM416.37 72.23l7.95 16.11 17.77 2.59-12.86 12.53 3.04 17.71-15.9-8.36-15.9 8.36 3.03-17.71-12.86-12.53 17.78-2.59zM158.64 53.93l7.95 16.11 17.78 2.58-12.87 12.54 3.04 17.7-15.9-8.35-15.9 8.35 3.04-17.7-12.86-12.54 17.77-2.58zM95.63 72.23l7.95 16.11 17.78 2.59-12.86 12.53 3.03 17.71-15.9-8.36-15.9 8.36 3.04-17.71-12.86-12.53 17.77-2.59z"></path></g><path fill="#FFDA44" d="M217.53 259.33l-27.22-13.61-27.22-54.43h27.22l27.22-27.22 13.61-27.22 27.22-13.61 13.61 13.61 27.22 13.61v13.61l13.61 13.61 40.83 27.22L340 245.73l-40.83 40.83-13.61-27.22-40.83 27.22v27.22l-13.61-13.61-13.59-40.84z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Kosovo +383</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 342"><g fill="#D80027"><path d="M0 0h513v342H0z"></path><circle cx="256" cy="170.7" r="170.7"></circle></g><path fill="#FFDA44" d="M382.4 170.7L330.8 195l27.5 50-56.1-10.7-7.1 56.6-39.1-41.7-39.1 41.7-7.1-56.6-56.1 10.7 27.5-50-51.6-24.3 51.6-24.3-27.5-50.1 56.1 10.8 7.1-56.7L256 92.1l39.1-41.7 7.1 56.7 56.1-10.8-27.5 50.1z"></path><circle fill="#D80027" cx="257.4" cy="170.7" r="71.6"></circle><g fill="#FFDA44"><path d="M214.2 170.7c-2.1 0-4.1.1-6.2.3.1 12 4.4 22.9 11.6 31.5 3.8-10.3 9.5-19.6 16.7-27.7-6.9-2.7-14.3-4.1-22.1-4.1zM240.8 217.2c5.2 1.9 10.8 2.9 16.6 2.9 5.8 0 11.4-1 16.6-2.9-2.8-11.1-8.7-21-16.6-28.8-7.9 7.8-13.8 17.7-16.6 28.8zM300.2 146c-8.5-14.8-24.5-24.7-42.8-24.7-18.3 0-34.2 9.9-42.8 24.7 15.6.1 30.2 4.3 42.8 11.6 12.6-7.3 27.2-11.6 42.8-11.6zM278.5 174.8c7.2 8 12.9 17.4 16.7 27.7 7.2-8.5 11.5-19.5 11.6-31.5-2-.2-4.1-.3-6.2-.3-7.7 0-15.2 1.4-22.1 4.1z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Kyrgyzstan +996</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><g fill="#D80027"><path d="M0 .1h513v90.7H0zM0 251.3h513V342H0z"></path></g><circle fill="white" cx="256.5" cy="171" r="65.9"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Laos +856</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#A2001D"><path class="prefix__st1" d="M0 0h513v127.6H0zM0 214.4h513V342H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Latvia +371</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#D80027"><path d="M0 .2h513v90.7H0zM.5 251.3H513V342H.5z"></path></g><path fill="#6DA544" d="M290.3 193.5L256 130.7l-34.3 62.8h25.7v17.2h17.2v-17.2z"></path><path fill="#14AF5A" d="M241.3 213.1c4.4-4.4 4.4-11.6-.1-16l4.7 4.7c-5.2-4.7-12.2-6.6-19.1-5.3l-23.5 5.9c-6.1 1.5-6.8-.4-1.8-4.2l27.1-20.3c5.1-3.8 4.2-6.9-2.3-6.9h-11c-6.4 0-7-2.3-1.5-5.1l25.3-12.7c5.6-2.8 5.1-5.1-1.5-5.1h-11c-6.4 0-7.4-3.1-2.3-6.9l27.1-20.3c5.6-3.8 12.9-3.8 18.5 0l27.1 20.3c5.1 3.8 4.2 6.9-2.3 6.9h-11c-6.4 0-7 2.3-1.5 5.1l25.3 12.7c5.6 2.8 5.1 5.1-1.5 5.1h-11c-6.4 0-7.4 3.1-2.3 6.9l27.1 20.3c5.1 3.8 4.4 5.7-1.8 4.2l-23.5-5.9c-6.8-1.3-13.9.6-19.1 5.3l4.7-4.7c-4.4 4.4-4.5 11.5-.1 16l6.8 6.8c4.4 4.4 3.1 8-3.3 8h-45.8c-6.2 0-7.7-3.6-3.3-8 .1.1 6.9-6.8 6.9-6.8z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Lebanon +961</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#0052B4" d="M0 0h513v114H0z"></path><path fill="#6DA544" d="M0 227.6h513v114H0z"></path><path d="M245.2 171l7.7-23.1c2-5.9 5.1-6 7.1 0l7.7 23.1 19.4 29.1c1.7 2.6 1.3 6.3-1.2 8 0 0-6.9 8-29.5 8s-29.5-8-29.5-8c-2.4-2-2.9-5.4-1.2-8l19.5-29.1z"></path><path d="M256.5 171c-12.5 0-22.6-10.1-22.6-22.6 0-12.5 10.1-22.6 22.6-22.6s22.6 10.1 22.6 22.6c0 12.5-10.2 22.6-22.6 22.6zm0 0c6.2 0 11.3-16.3 11.3-22.6 0-6.2-5.1-11.3-11.3-11.3-6.2 0-11.3 5.1-11.3 11.3 0 6.3 5 22.6 11.3 22.6z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Lesotho +266</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 91.476h512v341.337H0z"></path><g fill="#D80027"><path d="M0 91.476h512v31.031H0zM0 153.539h512v31.031H0zM0 215.603h512v31.031H0zM0 277.666h512v31.031H0zM0 339.729h512v31.031H0zM0 401.793h512v31.031H0z"></path></g><path fill="#0052B4" d="M0 79.177h256v167.457H0z"></path><path fill="white" d="M127.999 118.382l11.05 34.01h35.764l-28.932 21.021 11.05 34.012-28.932-21.021-28.933 21.021 11.053-34.012-28.932-21.021h35.762z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Liberia +231</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#496E2D" d="M0 312.888h512v113.775H0z"></path><g fill="white"><path d="M281.424 236.026l8.962 12.35 14.513-4.706-8.975 12.339 8.961 12.349-14.509-4.724-8.976 12.34.01-15.258-14.51-4.725 14.514-4.706z"></path><path d="M256.965 286.868c-17.048 0-30.868-13.821-30.868-30.868s13.821-30.868 30.868-30.868a30.742 30.742 0 0114.684 3.71c-6.851-6.698-16.218-10.833-26.556-10.833-20.982 0-37.992 17.01-37.992 37.992s17.01 37.992 37.992 37.992c10.338 0 19.706-4.135 26.556-10.833a30.738 30.738 0 01-14.684 3.708z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Libya +218</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h513v342H0z"></path><path fill="#0052B4" d="M0 0h513v171H0z"></path><path fill="#FFDA44" d="M149.3 98.1c0-14-11.3-25.3-25.3-25.3-6.5 0-12.4 2.4-16.9 6.4V64.4h8.4V47.5h-8.4v-8.4H90.3v8.4h-8.4v16.9h8.4v14.9c-4.5-4-10.4-6.4-16.9-6.4-14 0-25.3 11.3-25.3 25.3 0 7.5 3.3 14.2 8.4 18.8v14.9h84.3V117c5.3-4.7 8.5-11.5 8.5-18.9z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Liechtenstein +423</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M0 85.337h512v113.775H0z"></path><path fill="#D80027" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Lithuania +370</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#338AF3" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Luxembourg +352</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.331h512v341.337H0z"></path><path fill="white" d="M285.682 248.878c-4.19 0-8.166.836-11.861 2.164 2.023-4.509 3.379-9.527 3.379-14.885 0-21.201-21.201-37.101-21.201-37.101s-21.201 15.901-21.201 37.101c0 5.357 1.356 10.375 3.379 14.885-3.693-1.328-7.671-2.164-11.861-2.164-21.201 0-37.101 21.201-37.101 21.201s15.901 21.201 37.101 21.201c12.429 0 23.031-7.286 29.682-13.315 6.65 6.03 17.251 13.315 29.682 13.315 21.201 0 37.101-21.201 37.101-21.201s-15.899-21.201-37.099-21.201z"></path><g fill="#FFDA44"><path d="M256 152.111l4.38 13.476h14.171l-11.464 8.332 4.376 13.476-11.463-8.33-11.463 8.33 4.376-13.476-11.464-8.332h14.171zM202.112 175.683l8.425 7.585 9.818-5.667-4.61 10.355 8.423 7.588-11.274-1.185-4.611 10.355-2.358-11.088-11.275-1.185 9.818-5.669zM162.662 215.132l11.09 2.358 5.668-9.818 1.186 11.274 11.089 2.358-10.357 4.61 1.186 11.274-7.587-8.423-10.357 4.61 5.669-9.818zM309.889 175.683l-8.425 7.585-9.818-5.667 4.611 10.355-8.425 7.588 11.275-1.185 4.61 10.355 2.359-11.088 11.275-1.185-9.818-5.669zM349.338 215.132l-11.089 2.358-5.669-9.818-1.186 11.274-11.088 2.358 10.357 4.61-1.185 11.274 7.586-8.423 10.357 4.61-5.669-9.818z"></path></g><g fill="white"><path d="M256 350.642c16.84 0 32.363-5.619 44.816-15.073h-89.63c12.451 9.454 27.974 15.073 44.814 15.073zM187.977 306.12a74.138 74.138 0 008.85 15.073h118.345a74.13 74.13 0 008.85-15.073H187.977z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Macau +853</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M512 426.666V85.329H0v341.337h512z"></path><path fill="#D80027" d="M512 85.331H0v170.666h512V85.331z"></path><path fill="white" d="M0 85.334h181.793v341.337H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Madagascar +261</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path d="M0 85.337h512v113.775H0z"></path><path fill="#496E2D" d="M0 312.888h512v113.775H0z"></path><path fill="#D80027" d="M307.01 166.957l-20.842-9.804 11.099-20.186-22.634 4.329-2.868-22.864L256 135.248l-15.764-16.816-2.869 22.864-22.633-4.329 11.099 20.186-20.843 9.804z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Malawi +265</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><g fill="#D80027"><path d="M0 42.7h512v42.7H0zM0 128h512v42.7H0zM0 213.3h512V256H0zM0 298.7h512v42.7H0z"></path></g><path fill="#0052B4" d="M0 0h256v170.7H0z"></path><g fill="#FFDA44"><path d="M141.1 134.8c-28 0-45.9-24.8-45.9-49.5 0-24.8 17.9-49.5 45.9-49.5 8.7 0 18.1 1 25.3 4.9-11.2-11-26.6-17.8-43.6-17.8-34.4 0-62.4 27.9-62.4 62.4s27.9 62.4 62.4 62.4c17 0 32.3-6.8 43.6-17.8-7.1 3.9-16.5 4.9-25.3 4.9z"></path><path d="M171 49.7l9 18.8 20.3-4.7-9.1 18.8 16.4 12.9-20.4 4.6.1 20.9-16.3-13.1-16.2 13.1v-20.9l-20.3-4.6 16.3-12.9-9.1-18.8 20.3 4.7z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Malaysia +60</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.331h512v341.333H0z"></path><path fill="#6DA544" d="M144.696 174.375h222.609v163.25H144.696z"></path><path fill="white" d="M283.484 304.226c-26.637 0-48.232-21.594-48.232-48.232s21.594-48.232 48.232-48.232c8.306 0 16.12 2.1 22.943 5.797-10.703-10.467-25.341-16.927-41.494-16.927-32.784 0-59.362 26.577-59.362 59.362s26.578 59.362 59.362 59.362c16.154 0 30.791-6.461 41.494-16.927-6.822 3.698-14.636 5.797-22.943 5.797z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Maldives +960</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.337H0z"></path><path fill="#6DA544" d="M0 85.331h170.663v341.337H0z"></path><path fill="#D80027" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mali +223</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.326H0z"></path><path fill="#D80027" d="M256 85.331h256v341.337H256z"></path><path fill="#ACABB1" d="M208.231 138.671v-21.334h-21.332v21.334h-21.334v21.332h21.334v21.334h21.332v-21.334h21.334v-21.332z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Malta +356</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.337h512v341.326H0z"></path><g fill="white"><path d="M233.839 185.115l-20.844 9.803 11.1 20.187-22.633-4.33-2.868 22.864-15.765-16.816-15.766 16.816-2.867-22.864-22.634 4.33 11.1-20.187-20.843-9.803 20.843-9.805-11.1-20.185 22.633 4.328 2.869-22.864 15.765 16.816 15.765-16.816 2.868 22.864 22.634-4.328-11.1 20.186zM426.917 85.337L0 421.52v3.762L503.756 85.337z"></path></g><path fill="#FF9811" d="M512 85.337h-8.244L0 425.282v1.381h3.723L512 136.998z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Marshall Islands +692</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.331h512v341.337H0z"></path><g fill="white"><path d="M512 233.734v44.521H278.261v148.402h-44.522V278.255H0v-44.521h233.739V85.331h44.522v148.403z"></path><path d="M386.607 175.885a4.119 4.119 0 014.115-4.114h8.816c13.936 0 25.274-11.337 25.274-25.273 0-13.935-11.337-25.273-25.274-25.273h-8.372c-2.733-2.052-6.399-3.318-10.443-3.318-8.436 0-15.273 5.471-15.273 12.219 0 6.683 6.707 12.104 15.029 12.209l-.003.049h19.062c2.27 0 4.115 1.845 4.115 4.115s-1.845 4.114-4.115 4.114h-8.816c-13.936 0-25.273 11.337-25.273 25.273 0 13.935 11.336 25.273 25.273 25.273h34.09V180h-34.09a4.12 4.12 0 01-4.115-4.115zM108.346 175.885a4.119 4.119 0 014.115-4.114h8.816c13.936 0 25.274-11.337 25.274-25.273 0-13.935-11.337-25.273-25.274-25.273h-8.372c-2.733-2.052-6.399-3.318-10.443-3.318-8.436 0-15.273 5.471-15.273 12.219 0 6.683 6.707 12.104 15.029 12.209l-.003.049h19.062c2.27 0 4.115 1.845 4.115 4.115s-1.845 4.114-4.115 4.114h-8.816c-13.936 0-25.273 11.337-25.273 25.273 0 13.935 11.336 25.273 25.273 25.273h34.09V180h-34.09a4.12 4.12 0 01-4.115-4.115zM386.607 368.809a4.119 4.119 0 014.115-4.114h8.816c13.936 0 25.274-11.337 25.274-25.273 0-13.935-11.337-25.273-25.274-25.273h-8.372c-2.733-2.052-6.399-3.318-10.443-3.318-8.436 0-15.273 5.471-15.273 12.219 0 6.683 6.707 12.104 15.029 12.209l-.003.049h19.062c2.27 0 4.115 1.845 4.115 4.115s-1.845 4.114-4.115 4.114h-8.816c-13.936 0-25.273 11.337-25.273 25.273 0 13.935 11.336 25.273 25.273 25.273h34.09v-21.159h-34.09a4.119 4.119 0 01-4.115-4.115zM108.346 368.809a4.119 4.119 0 014.115-4.114h8.816c13.936 0 25.274-11.337 25.274-25.273 0-13.935-11.337-25.273-25.274-25.273h-8.372c-2.733-2.052-6.399-3.318-10.443-3.318-8.436 0-15.273 5.471-15.273 12.219 0 6.683 6.707 12.104 15.029 12.209l-.003.049h19.062c2.27 0 4.115 1.845 4.115 4.115s-1.845 4.114-4.115 4.114h-8.816c-13.936 0-25.273 11.337-25.273 25.273 0 13.935 11.336 25.273 25.273 25.273h34.09v-21.159h-34.09a4.119 4.119 0 01-4.115-4.115z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Martinique +596</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.331h512v341.337H0z"></path><g fill="#FFDA44"><path d="M256 298.851c-45.956 0-84.348-32.298-93.767-75.429A96.288 96.288 0 00160 243.994c0 53.02 42.979 96 96 96s96-42.98 96-96c0-7.066-.785-13.942-2.233-20.572-9.419 43.131-47.811 75.429-93.767 75.429z"></path><path d="M255.999 171.994l8.935 27.502h28.918l-23.394 16.996 8.936 27.503-23.395-16.998-23.394 16.998 8.937-27.503-23.394-16.996h28.915z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mauritania +222</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.326H0z"></path><path fill="#D80027" d="M0 85.331h512v85.337H0z"></path><path fill="#0052B4" d="M0 170.657h512v85.337H0z"></path><path fill="#6DA544" d="M0 341.331h512v85.337H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mauritius +230</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 90 60"><path fill="white" d="M0 0h90v60H0z"></path><path stroke="#7f7f7f" stroke-width=".25" fill="#ABABAB" d="M12.8 38.5s4 1.6 1.2-.5c-2.4-1.7-5 2.4-5 5.1s1.2 7 7.5 7c7.6 0 11.4-5.7 11.4-11.4 0-4.8-3.7-13.5-6.5-14.6-3.1-1.2-6.7-3.5-6.8-5 0-.5 1.4-.1 3.3.9 3.1 1.7 6.6 2.5 6.6 1.4s-2.9-3.1-4-4.6c-1.2-1.6-.9-5.5-3-5.5-7.6 0-9.9 7.7-7 11.7 1.9 2.6-4.3 1-4.3 1s0 5.3 3.2 7.3c3 1.8 4.8 3.9 4.8 3.9s-.2-4.6.5-3.9c.6.7 11.1 4.5 10.3 12-.3 3-4.5 5.4-8.5 5.2-4-.2-6.8-2.4-6.4-5.4.2-4.2 2.7-4.6 2.7-4.6zM77.2 38.5s-4 1.6-1.2-.5c2.4-1.8 5.1 2.3 5.1 5.1s-1.2 7-7.5 7c-7.6 0-11.4-5.7-11.4-11.4 0-4.8 3.7-13.5 6.5-14.6 3.1-1.2 6.7-3.5 6.8-5 0-.5-1.4-.1-3.3.9-3.1 1.7-6.6 2.5-6.6 1.4s2.9-3.1 4-4.6c1.2-1.6.9-5.5 3-5.5 7.6 0 9.9 7.7 7 11.7-1.9 2.6 4.3 1 4.3 1s0 5.3-3.2 7.3c-3 1.8-4.8 3.9-4.8 3.9s.2-4.6-.5-3.9c-.6.7-11.1 4.5-10.3 12 .3 3 4.5 5.4 8.5 5.2 4-.2 6.8-2.4 6.4-5.4-.3-4.2-2.8-4.6-2.8-4.6z"></path><path fill="#DE393A" d="M31 28.8v14c0 1.9 2.1 1.6 2.1 1.6h9.3c1.2 0 2.6 2.3 2.6 2.3s1.4-2.3 2.5-2.3h9.6s2 .2 2-1.8V28.7H31z"></path><path fill="#3951A3" d="M31 13.1h28v15.7H31z"></path><path fill="white" d="M50.1 16.5c-.4 2.4-2.5 4.2-5.1 4.2-2.5 0-4.6-1.8-5.1-4.2-.5.9-.8 1.9-.8 3 0 3.3 2.6 5.9 5.9 5.9 3.3 0 5.9-2.6 5.9-5.9 0-1.1-.3-2.1-.8-3z"></path><circle fill="#FEE05F" cx="39.1" cy="36.5" r="3"></circle><circle fill="#FEE05F" cx="50.9" cy="36.5" r="3"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mayotte +262</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M341.334 85.33H0v341.332h512V85.33z"></path><path fill="#6DA544" d="M0 85.333h170.663V426.67H0z"></path><path fill="white" d="M170.663 85.333h170.663V426.67H170.663z"></path><path fill="#6DA544" d="M208 255.996c0 26.509 21.491 48 48 48s48-21.491 48-48v-16h-96v16z"></path><path fill="#FF9811" d="M320 223.996h-48c0-8.836-7.164-16-16-16s-16 7.164-16 16h-48c0 8.836 7.697 16 16.533 16H208c0 8.836 7.164 16 16 16 0 8.836 7.164 16 16 16h32c8.836 0 16-7.164 16-16 8.836 0 16-7.164 16-16h-.533c8.836 0 16.533-7.163 16.533-16z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mexico +52</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#338AF3" d="M0 0h512v341.3H0z"></path><g fill="white"><path d="M256 37.9l10.1 31.2H299l-26.6 19.3 10.2 31.2-26.6-19.3-26.6 19.3 10.2-31.2L213 69.1h32.9zM123.2 170.7l31.2-10.2v-32.8l19.3 26.6 31.2-10.2-19.3 26.6 19.3 26.5-31.2-10.1-19.3 26.5v-32.8zM256 303.5l-10.1-31.2H213l26.6-19.3-10.2-31.3L256 241l26.6-19.3-10.2 31.3 26.6 19.3h-32.9zM388.8 170.7l-31.2 10.1v32.8l-19.3-26.5-31.2 10.1 19.3-26.5-19.3-26.6 31.2 10.2 19.3-26.6v32.8z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Micronesia, Federated States of Micronesia +691</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#FFDA44" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M342 0h171v342H342z"></path><path fill="#0052B4" d="M0 0h171v342H0z"></path><path fill="#AF7F59" d="M206.2 129.1h33.2L256 79.3l16.6 49.8h33.2v99.6L256 262l-49.8-33.2v-99.7zm33.2 33.3v49.8h33.2v-49.8h-33.2z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Moldova +373</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.34h512v341.326H0z"></path><path fill="#D80027" d="M512 85.334v166.69L0 256.175V85.334z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Monaco +377</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.331h512v341.326H0z"></path><g fill="#A2001D"><path d="M330.207 85.331H512v341.337H330.207zM0 85.331h181.793v341.337H0z"></path></g><g fill="#FFDA44"><path d="M113.163 267.125h14.84v59.359h-14.84zM53.793 267.125h14.84v59.359h-14.84z"></path><circle cx="90.902" cy="289.386" r="14.84"></circle><circle cx="90.902" cy="237.44" r="7.421"></circle><path d="M76.054 311.647h29.682v14.84H76.054zM76.054 252.288h29.682v14.84H76.054zM90.897 185.502l5.255 16.173h17.006l-13.757 9.996 5.252 16.173-13.756-9.996-13.756 9.996 5.251-16.173-13.756-9.996h17.005z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mongolia +976</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><path fill="#A2001D" d="M0 115.011h512v281.978H0z"></path><g fill="#FFDA44"><path d="M218.899 211.478h74.202v-29.681l-14.84 7.42L256 166.957l-22.261 22.26-14.84-7.42zM322.783 256h-37.088a17 17 0 002.3-8.543c0-9.458-7.668-17.124-17.124-17.124-6.534 0-12.209 3.661-15.096 9.041-2.887-5.38-8.562-9.041-15.096-9.041-9.456 0-17.124 7.666-17.124 17.124 0 3.114.846 6.026 2.3 8.543h-36.636c0 11.349 9.885 20.549 21.232 20.549h-.685c0 9.31 6.192 17.168 14.68 19.694l-16.678 16.678 15.741 15.741 22.329-22.329c.875.321 1.78.577 2.714.752l-13.492 30.464c6.466 2.629 13.531 4.088 20.941 4.088s14.475-1.46 20.941-4.088l-13.492-30.464a17.108 17.108 0 002.714-.752l22.329 22.329 15.741-15.741-16.678-16.678c8.488-2.526 14.68-10.385 14.68-19.694h-.685c11.347 0 21.232-9.2 21.232-20.549z"></path></g><path fill="#6DA544" d="M256 267.13l-24.116 11.131v22.261L256 315.362l24.116-14.84v-22.261z"></path><path fill="#0052B4" d="M231.88 256h48.228v29.682H231.88z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Montenegro +382</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.333h512V426.67H0z"></path><path fill="#338AF3" d="M334.222 191.996v78.221c0 38.103 49.777 49.779 49.777 49.779s49.778-11.675 49.778-49.779v-78.221h-99.555z"></path><path fill="#A2001D" d="M334.222 270.217c0 38.103 49.777 49.779 49.777 49.779s49.778-11.675 49.778-49.779h-99.555z"></path><path d="M405.334 227.552H391.11v-14.223h-14.222v14.223h-14.222v14.223h14.222v42.665h14.222v-42.665h14.224z"></path><path fill="white" d="M256 85.333v30.553l-45.167 25.099H256v59.359h-59.103L256 233.179v22.817h-26.68l-73.494-40.826v40.826h-55.652v-48.573l-87.43 48.573H0v-30.554l45.167-25.098H0v-59.359h59.103L0 108.139V85.333h26.68l73.494 40.825V85.333h55.652v48.572l87.43-48.572z"></path><path fill="#D80027" d="M144 85.33h-32v69.332H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path fill="#0052B4" d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915z"></path><path fill="white" d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915z"></path><g fill="#D80027"><path d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915zM71.846 200.344L0 240.259v15.737l100.174-55.652z"></path></g><path fill="#0052B4" d="M100.174 140.982L0 85.33v15.737l71.847 39.915z"></path><path fill="white" d="M100.174 140.982L0 85.33v15.737l71.847 39.915z"></path><g fill="#D80027"><path d="M100.174 140.982L0 85.33v15.737l71.847 39.915zM184.154 140.982L256 101.067V85.33l-100.174 55.652z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Montserrat +1664</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337v341.326h512V85.337z"></path><path fill="#20661b" d="M352 226.484h-73.337L256 156.738l-22.663 69.748H160l59.331 43.107-22.663 69.749L256 296.232l59.332 43.107-22.663-69.749L352 226.484zm-116.063 37.711l7.663-23.585h24.8l7.663 23.585v.001L256 278.772l-20.063-14.577zm27.873-37.711h-15.619L256 202.447l7.81 24.037zm24.269 28.982l-4.827-14.856h25.274l-20.447 14.856zm-59.331-14.856l-4.827 14.856-20.447-14.856h25.274zm-5.211 61.748l7.81-24.036 12.636 9.181-20.446 14.855zm44.479-14.856l12.636-9.181 7.81 24.036-20.446-14.855z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Morocco +212</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M0 322.783h512v103.88H0z"></path><path fill="#496E2D" d="M0 85.337h512v104.515H0z"></path><path d="M0 210.877h512v89.656H0z"></path><path fill="#A2001D" d="M256 256.006L0 426.668V85.331z"></path><path fill="#FFDA44" d="M83.477 195.132l15.107 46.498h48.894l-39.554 28.739 15.107 46.499-39.554-28.738-39.555 28.738 15.11-46.499-39.554-28.739H68.37z"></path><path fill="white" d="M39.268 256h88.42v40.578h-88.42z"></path><path d="M144.443 209.479l-14.347-14.347-46.618 46.618-46.617-46.618-14.347 14.347 46.658 46.577-46.658 46.658 14.347 14.154 46.617-46.534 46.618 46.534 14.347-14.154-46.659-46.658z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mozambique +258</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M0 85.337h512v113.775H0z"></path><path fill="#D80027" d="M0 312.888h512v113.775H0z"></path><path fill="white" d="M384 227.261h-97.783L256 134.265l-30.217 92.997H128l79.108 57.475-30.217 92.998L256 320.925l79.108 56.81-30.217-92.998L384 227.261z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Myanmar +95</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.337h512v341.326H0z"></path><path fill="#0052B4" d="M0 426.663V85.337h512"></path><path fill="white" d="M512 152.222V85.337H411.67L0 359.778v66.885h100.33z"></path><path fill="#A2001D" d="M512 85.337v40.125L60.193 426.663H0v-40.125L451.807 85.337z"></path><path fill="#FFDA44" d="M187.737 189.212l-22.741 10.696 12.11 22.024-24.693-4.724-3.129 24.945-17.199-18.347-17.2 18.347-3.129-24.945-24.693 4.723 12.109-22.023-22.739-10.696 22.74-10.697-12.11-22.022 24.693 4.722 3.13-24.944 17.199 18.347 17.2-18.347 3.128 24.944 24.693-4.722-12.108 22.024z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Namibia +264</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M0 239.994h512v32H0z"></path><path fill="white" d="M174.802 341.329l-19.124 8.996 10.184 18.521-20.767-3.973-2.631 20.978L128 370.422l-14.465 15.429-2.63-20.978-20.767 3.973 10.183-18.521-19.123-8.996 19.124-8.995-10.184-18.52 20.766 3.971 2.632-20.978L128 312.236l14.465-15.429 2.63 20.978 20.767-3.971-10.183 18.521z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Nauru +674</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#0052B4" d="M0 426.663V85.337l280.419 174.75H87.61l183.576 166.576z"></path><path fill="#D80027" d="M244.769 249.888L10.199 103.71v312.754h234.57L61.193 249.888z"></path><g fill="white"><path d="M98.003 324.433l-14.589-6.863 7.77-14.13-15.844 3.03-2.008-16.005-11.035 11.772-11.036-11.772-2.008 16.005-15.843-3.031 7.77 14.131-14.591 6.863 14.591 6.862-7.77 14.13 15.844-3.029 2.007 16.004 11.036-11.772L73.332 358.4l2.008-16.004 15.843 3.03-7.769-14.13zM88.268 191.662l-10.612-4.991 5.651-10.278-11.523 2.205-1.461-11.641-8.026 8.561-8.026-8.561-1.46 11.641-11.525-2.205 5.652 10.278-10.613 4.991 25.972 5.194z"></path><path d="M93.462 191.662c0 17.212-13.953 31.165-31.165 31.165s-31.165-13.953-31.165-31.165"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Nepal +977</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#A2001D" d="M0 85.337h512v113.775H0z"></path><path fill="#0052B4" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Netherlands +31</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 426.7"><path fill="#009543" d="M0 293h640v133.7H0V293z"></path><path fill="#ED4135" d="M0 132h640v161.3H0V132z"></path><path fill="#0035AD" d="M0 0h640v133.3H0V0z"></path><circle fill="#FAE600" stroke="black" stroke-width="5.3" cx="240" cy="213.3" r="157.3"></circle><path d="M307.9 354.5l-31.8 12-36.1 4.2-37.8-2.4-35.9-15.5s28.6-29.3 40.7-33.5c8.6-3 22.4-3.7 22.4-3.7V122l-.3-66H246l-.5 67.5v191.7s15.3 1.2 22.1 4.1c11.3 4.9 40.3 35.2 40.3 35.2z"></path><path d="M212.727 102.375l42.955-21.418 5.577 11.187-42.955 21.417z"></path><ellipse cx="237.8" cy="280.5" rx="16.8" ry="26.5"></ellipse><circle cx="237.4" cy="143.4" r="20.9"></circle><ellipse cx="238.4" cy="211.1" rx="19.9" ry="12.1"></ellipse><path d="M213.8 177h47v10h-47zM213.8 234h47v10h-47z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">New Caledonia +687</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><g fill="#338AF3"><path d="M0 85.337h512v113.775H0zM0 312.888h512v113.775H0z"></path></g><path fill="#FFDA44" d="M256 214.447c-22.949 0-41.553 18.603-41.553 41.553S233.05 297.553 256 297.553c22.949 0 41.553-18.603 41.553-41.553S278.949 214.447 256 214.447zm0 65.298c-13.114 0-23.745-10.631-23.745-23.745s10.631-23.745 23.745-23.745 23.745 10.631 23.745 23.745-10.631 23.745-23.745 23.745z"></path><path fill="#0052B4" d="M276.563 261.936L256 256l-20.563 5.936-6.855 11.873h54.836z"></path><path fill="#338AF3" d="M256 226.32l-13.709 23.744L256 256l13.709-5.936z"></path><path fill="#6DA544" d="M235.437 261.936h41.126l-6.854-11.872h-27.418z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Nicaragua +505</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#FF9811" d="M0 85.337h512v113.775H0z"></path><path fill="#6DA544" d="M0 312.888h512v113.775H0z"></path><circle fill="#FF9811" cx="256" cy="256" r="32"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Niger +227</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><g fill="#6DA544"><path d="M0 85.331h170.663v341.337H0zM341.337 85.331H512v341.337H341.337z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Nigeria +234</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.334h512v341.337H0z"></path><path fill="white" d="M0 85.334h256v170.663H0z"></path><g fill="#D80027"><path d="M144 85.33h-32v69.333H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path d="M0 85.329v15.083l57.377 38.251H80z"></path></g><g fill="#2E52B2"><path d="M0 107.951v30.712h46.069zM96 85.331v48.913L22.628 85.331z"></path></g><path fill="#D80027" d="M256 85.329v15.083l-57.377 38.251H176z"></path><g fill="#2E52B2"><path d="M256 107.951v30.712h-46.069zM160 85.331v48.913l73.372-48.913z"></path></g><path fill="#D80027" d="M0 85.329v15.083l57.377 38.251H80z"></path><g fill="#2E52B2"><path d="M0 107.951v30.712h46.069zM96 85.331v48.913L22.628 85.331z"></path></g><path fill="#D80027" d="M256 85.329v15.083l-57.377 38.251H176z"></path><g fill="#2E52B2"><path d="M256 107.951v30.712h-46.069zM160 85.331v48.913l73.372-48.913z"></path></g><path fill="#D80027" d="M0 255.997v-15.082l57.377-38.252H80z"></path><g fill="#2E52B2"><path d="M0 233.376v-30.713h46.069zM96 255.994v-48.912l-73.372 48.912z"></path></g><path fill="#D80027" d="M256 255.997v-15.082l-57.377-38.252H176z"></path><g fill="#2E52B2"><path d="M256 233.376v-30.713h-46.069zM160 255.994v-48.912l73.372 48.912z"></path><circle cx="128" cy="170.66" r="22.627"></circle></g><g fill="#FFDA44"><path d="M128 154.663l3.97 12.222h12.854l-10.398 7.556 3.971 12.222L128 179.109l-10.398 7.554 3.972-12.222-10.398-7.556h12.853zM128 219.803l2.364 7.278h7.653l-6.19 4.498 2.364 7.278-6.191-4.498-6.191 4.498 2.364-7.278-6.19-4.498h7.652zM128 102.469l2.364 7.278h7.653l-6.19 4.498 2.364 7.278-6.191-4.498-6.191 4.498 2.364-7.278-6.19-4.498h7.652zM197.931 161.136l2.365 7.277h7.653l-6.192 4.499 2.365 7.279-6.191-4.498-6.191 4.498 2.365-7.279-6.191-4.499h7.652zM58.069 161.136l2.364 7.277h7.653l-6.191 4.499 2.364 7.279-6.19-4.498-6.191 4.498 2.365-7.279-6.192-4.499h7.653z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Niue +683</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><g fill="#6DA544"><path d="M0 85.331h170.663v341.337H0zM341.337 85.331H512v341.337H341.337zM304 311.995l-48-152.001-48 152.001h36v39.999h24v-39.999z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Norfolk Island +672</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.333h512V426.67H0z"></path><g fill="#D80027"><path d="M383.875 426.662L256 252.286l26.827 174.376zM133.565 85.33L256 252.286 230.314 85.33zM229.171 426.662L256 252.286 128.124 426.662zM0 85.33V212.9l256 39.386L28.333 85.33zM0 426.662h18.212L256 252.286 0 291.67zM256 252.286L512 212.9V85.33h-28.331zM281.686 85.33L256 252.286 378.434 85.33zM512 426.662V291.671l-256-39.385 237.787 174.376z"></path><circle cx="256" cy="252.29" r="59.359"></circle></g><circle fill="#FFDA44" cx="256" cy="252.29" r="44.522"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">North Macedonia +389</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 750 500"><path fill="#0071BC" d="M0 0h750v500H0V0z"></path><g fill="white" stroke="black" stroke-width="1.9"><circle cx="375" cy="245" r="225" fill="white"></circle><circle cx="375" cy="245" r="165" fill="#0071BC"></circle></g><g stroke="black"><path fill="#8C8A8C" stroke-width="1.9" d="M444.7 450c.7 11-7.8 20-18.8 20H323.6c-11 0-19.5-9-19-20l16.7-325c.6-11 10-20 21-20h61.4c11 0 20.5 9 21.2 20l19.8 325z"></path><path fill="white" stroke-width="2" stroke-linejoin="round" d="M373 114l30 93h97l-78 56 29 92-78-56-78 57 30-93-79-57h97l30-92z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Northern Mariana Islands +1670</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.334h512v341.337H0z"></path><path fill="white" d="M512 295.883H202.195v130.783H122.435V295.883H0V216.111h122.435V85.329H202.195v130.782H512V277.329z"></path><path fill="#2E52B2" d="M512 234.666v42.663H183.652v149.337h-42.674V277.329H0v-42.663h140.978V85.329h42.674v149.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Norway +47</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><g fill="#D80027"><path d="M0 85.331h512v341.326H0z"></path><path d="M0 85.331h512v341.337H0z"></path></g><g fill="white"><path d="M189.746 160.439l-15.739-15.741-10.494 10.494-10.493-10.494-15.741 15.741 10.494 10.493-10.495 10.494 15.74 15.741 10.494-10.494 10.495 10.494 15.739-15.741-10.494-10.494zM211.478 85.331H512v111.315H211.478z"></path></g><path fill="#6DA544" d="M211.478 315.353H512v111.304H211.478z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Oman +968</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><g fill="white"><path d="M393.508 170.516l17.512 18.875 23.363-10.821-12.541 22.487 17.513 18.876-25.263-4.978-12.539 22.488-3.073-25.564-25.263-4.978 23.363-10.82z"></path><path d="M0 85.343h512v341.326H0z"></path></g><path fill="#496E2D" d="M128 85.331h384v341.337H128z"></path><g fill="white"><path d="M361.909 298.793c-31.037 22.426-74.378 15.446-96.804-15.592-22.427-31.038-15.446-74.379 15.593-96.804 9.677-6.992 20.55-11.125 31.613-12.563-21.283-3.183-43.777 1.613-62.598 15.211-38.2 27.602-46.792 80.944-19.191 119.145 27.601 38.199 80.944 46.792 119.145 19.189 18.82-13.598 30.436-33.448 34.096-54.655-4.839 10.05-12.176 19.076-21.854 26.069zM360.58 172.889l17.484 18.842 23.322-10.802-12.519 22.447 17.483 18.844-25.219-4.968-12.519 22.45-3.067-25.521-25.22-4.969 23.323-10.802z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Pakistan +92</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#338AF3" d="M0 85.331h512v341.337H0z"></path><circle fill="#FFDA44" cx="218.902" cy="255.994" r="74.207"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Palau +680</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path d="M0 85.337h512v113.775H0z"></path><path fill="#6DA544" d="M0 312.888h512v113.775H0z"></path><path fill="#D80027" d="M256 256.006L0 426.668V85.331z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Palestine +970</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path d="M0 85.333h512V426.67H0z"></path><path fill="#A2001D" d="M0 85.33h512v341.332"></path><g fill="white"><path d="M204.631 326.488l2.762 8.504h8.941l-7.233 5.255 2.763 8.502-7.233-5.254-7.233 5.254 2.762-8.502-7.233-5.255h8.94zM181.797 244.866l4.605 14.172h14.901l-12.056 8.757 4.605 14.172-12.055-8.759-12.055 8.759 4.606-14.172-12.056-8.757h14.901zM181.797 348.749l4.604 14.173h14.902l-12.057 8.757 4.606 14.173-12.055-8.759-12.055 8.759 4.604-14.173-12.054-8.757h14.899zM225.363 281.967l4.606 14.172h14.901l-12.056 8.758 4.605 14.172-12.056-8.759-12.054 8.759 4.606-14.172-12.056-8.758h14.901zM138.23 281.967l4.606 14.172h14.899l-12.054 8.758 4.603 14.172-12.054-8.759-12.055 8.759 4.605-14.172-12.055-8.758h14.9z"></path></g><path fill="#FFDA44" d="M376.526 204.163c-7.628-7.628-17.538-12.133-28.189-12.908l31.88-24.795c-12.698-12.698-29.714-18.431-46.319-17.218a44.31 44.31 0 00-11.396-19.511l-12.593 25.186a18.47 18.47 0 00-3.148-4.197c-7.245-7.245-18.991-7.244-26.234 0s-7.245 18.99 0 26.234a18.536 18.536 0 004.197 3.148l-25.186 12.593a44.303 44.303 0 0019.519 11.399c-1.217 16.606 4.511 33.619 17.209 46.317L324.12 214.6a11.053 11.053 0 017.807-3.202c2.973 0 5.768 1.158 7.87 3.26a11.055 11.055 0 013.26 7.87c0 2.974-1.158 5.768-3.26 7.87l10.494 10.494c4.905-4.905 7.607-11.428 7.607-18.364 0-5.675-1.81-11.071-5.153-15.534a29.492 29.492 0 0113.288 7.662c11.573 11.572 11.573 30.403 0 41.975l10.494 10.494c8.409-8.409 13.039-19.59 13.039-31.481-.001-11.892-4.632-23.072-13.04-31.481z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Papua New Guinea +675</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#0052B4" d="M0 312.888h512v113.775H0z"></path><path fill="#6DA544" d="M289.579 216.738l-12.592 12.592c5.37 5.372 8.693 12.792 8.693 20.988 0 16.392-13.289 29.68-29.68 29.68-16.392 0-29.68-13.289-29.68-29.68 0-8.195 3.322-15.616 8.693-20.988l-12.592-12.592c-8.594 8.594-13.91 20.466-13.91 33.579 0 26.228 21.261 47.489 47.489 47.489s47.489-21.261 47.489-47.489c0-13.112-5.316-24.985-13.91-33.579z"></path><path fill="#FFDA44" d="M256 232.51l4.421 13.605h14.304l-11.573 8.408 4.421 13.604L256 259.719l-11.573 8.408 4.421-13.604-11.573-8.408h14.304z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Paraguay +595</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.326H0z"></path><g fill="#D80027"><path d="M0 85.331h170.663v341.337H0zM341.337 85.331H512v341.337H341.337z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Peru +51</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#0052B4" d="M512 85.337V256H256L0 85.337z"></path><path fill="#D80027" d="M512 256v170.663H0L256 256z"></path><g fill="#FFDA44"><path d="M161.908 256l-27.288-12.835 14.532-26.428-29.632 5.668-3.755-29.933-20.64 22.015-20.639-22.015-3.755 29.933-29.631-5.669 14.531 26.428L28.343 256l27.288 12.835L41.1 295.263l29.633-5.668 3.753 29.933 20.639-22.015 20.64 22.015 3.755-29.933 29.631 5.669-14.532-26.427zM21.789 117.607l9.081 12.696 14.879-4.714-9.268 12.56 9.081 12.694-14.809-4.932-9.268 12.559.117-15.608-14.809-4.934 14.88-4.712zM21.789 353.53l9.081 12.696 14.879-4.714-9.268 12.56 9.081 12.695-14.809-4.933-9.268 12.558.117-15.607-14.809-4.934 14.88-4.712zM210.395 235.569l-9.081 12.695-14.879-4.713 9.268 12.559-9.081 12.696 14.809-4.933 9.268 12.558-.117-15.607 14.809-4.934-14.88-4.713z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Philippines +63</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.333h512V426.67H0z"></path><path fill="#ACABB1" d="M400.696 219.822L384 225.387l-16.696-5.565-5.565-13.913 5.565-13.913h33.392l-5.566 13.913z"></path><path fill="#338AF3" d="M345.043 219.822v61.217c0 29.821 38.957 38.957 38.957 38.957s38.957-9.137 38.957-38.957v-61.217h-77.914z"></path><path fill="#6DA544" d="M348.555 295.541C358.131 313.927 384 319.996 384 319.996s25.869-6.069 35.445-24.455L384 236.518l-35.445 59.023z"></path><path fill="#FFDA44" d="M422.957 280.421L384 219.822l-38.957 60.599v.618c0 5.518 1.337 10.328 3.512 14.503L384 240.405l35.445 55.137c2.175-4.175 3.512-8.983 3.512-14.503v-.618z"></path><path fill="white" d="M256 85.333v30.553l-45.167 25.099H256v59.359h-59.103L256 233.179v22.817h-26.68l-73.494-40.826v40.826h-55.652v-48.573l-87.43 48.573H0v-30.554l45.167-25.098H0v-59.359h59.103L0 108.139V85.333h26.68l73.494 40.825V85.333h55.652v48.572l87.43-48.572z"></path><path fill="#D80027" d="M144 85.33h-32v69.332H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path fill="#0052B4" d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915z"></path><path fill="white" d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915z"></path><g fill="#D80027"><path d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915zM71.846 200.344L0 240.259v15.737l100.174-55.652z"></path></g><path fill="#0052B4" d="M100.174 140.982L0 85.33v15.737l71.847 39.915z"></path><path fill="white" d="M100.174 140.982L0 85.33v15.737l71.847 39.915z"></path><g fill="#D80027"><path d="M100.174 140.982L0 85.33v15.737l71.847 39.915zM184.154 140.982L256 101.067V85.33l-100.174 55.652z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Pitcairn +872</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><g fill="white"><path d="M0 85.337h512v341.326H0z"></path><path d="M0 85.337h512V256H0z"></path></g><path fill="#D80027" d="M0 256h512v170.663H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Poland +48</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="#6DA544" d="M196.641 85.337v341.326H0V85.337z"></path><circle fill="#FFDA44" cx="196.641" cy="256" r="64"></circle><path fill="#D80027" d="M160.638 224v40.001c0 19.882 16.118 36 36 36s36-16.118 36-36V224h-72z"></path><path fill="white" d="M196.638 276c-6.617 0-12-5.383-12-12v-16h24.001v16c-.001 6.616-5.385 12-12.001 12z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Portugal +351</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><g fill="#D80027"><path d="M0 85.337h512V153.6H0zM0 221.863h512v68.263H0zM0 358.4h512v68.263H0z"></path></g><path fill="#0052B4" d="M256 256.006L0 426.668V85.331z"></path><path fill="white" d="M83.477 195.132l15.107 46.498h48.894l-39.554 28.739 15.107 46.499-39.554-28.738-39.555 28.738 15.11-46.499-39.554-28.739H68.37z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Puerto Rico +1939</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#751A46" d="M2.216 86.076H512v339.848H2.216z"></path><path fill="white" d="M209.455 154.969l-50.236 25.267 50.236 25.257-50.236 25.267 50.236 25.257-50.236 25.266 50.236 25.257-50.236 25.268 50.236 25.257-50.236 25.267 50.236 25.268-36.45 18.33H0V86.07h172.939l36.516 18.364-50.236 25.267z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Qatar +974</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 26.666 640 426.666"><g fill-rule="evenodd" stroke-width="1pt"><path fill="white" d="M0 0h640v480H0z"></path><path fill="#00267f" d="M0 0h213.3v480H0z"></path><path fill="#f31830" d="M426.7 0H640v480H426.7z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Reunion +262</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.326H0z"></path><path fill="#0052B4" d="M0 85.331h170.663v341.337H0z"></path><path fill="#D80027" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Romania +40</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.33v341.332h512V85.33z"></path><path fill="#0052B4" d="M0 85.333h512V426.67H0z"></path><path fill="white" d="M0 85.333h512v113.775H0z"></path><path fill="#D80027" d="M0 312.884h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Russia +7</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#338AF3" d="M0 85.331h512v341.337H0z"></path><path fill="#FFDA44" d="M0 255.994h512v81.619H0z"></path><path fill="#496E2D" d="M0 337.614h512v89.043H0z"></path><path fill="#FFDA44" d="M278.261 185.209l20.844 9.804-11.099 20.186 22.632-4.33 2.868 22.865 15.765-16.816 15.766 16.816 2.867-22.865 22.633 4.33-11.099-20.186 20.843-9.804-20.844-9.805 11.1-20.185-22.633 4.329-2.868-22.864-15.765 16.816-15.766-16.816-2.867 22.864-22.634-4.329 11.1 20.187z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Rwanda +250</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.33"><path fill="white" d="M0 0h512v341.33H0z"></path><path fill="#E6BC00" d="M157.31 199.76s-9.04 43.93-19.31 40.39c-10.62-3.54-17.53-18.76-17.53-18.76l-14.52 21.24s38.18 8.48 41.01 5.47c1.22-1.14 8.21-15.1 10.34-26.05v-22.29zm-56.13 60.57s-2.48 20.18-1.06 22.66c1.24 2.3 39.48 11.33 39.48 11.33s-24.96 16.46-29.74 20.54L91.8 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49.92-41.07c5.14-3.55-13.81-7.62-13.81-7.62z"></path><path fill="#125ECC" d="M157.31 87.06H359.1v145.46c0 16.06-9.69 21.39-21.91 31.85l-45.92 39.41c-18.25 15.62-47.91 15.57-66.07 0l-46.01-39.43c-12.08-10.35-21.88-15.71-21.88-31.82V87.06z"></path><path fill="#FFE600" d="M200.55 147.71c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41-6.45 14.41-14.41 14.41zm57.65-3c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41-6.45 14.41-14.41 14.41zm57.65 3c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41-6.45 14.41-14.41 14.41zM214.96 274.43c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41c.01 7.96-6.45 14.41-14.41 14.41zm43.24 14.42c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41c0 7.95-6.45 14.41-14.41 14.41zm43.24-14.42c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41-6.45 14.41-14.41 14.41z"></path><path fill="#D60537" d="M157.31 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1.77-19.12 12.39-.35 10.8 16.64 11.51 16.64 11.51-2.48 23.9-49.92 52.04-51.69 73.29z"></path><circle fill="white" cx="258.2" cy="204.19" r="16.93"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Barthelemy +590</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#0052B4" d="M0 0h512v341.3H0z"></path><path fill="white" d="M256 0v117.4h-46.1l46.1 30.7v22.6h-22.6L160 121.8v48.9H96v-48.9l-73.4 48.9H0v-22.6l46.1-30.7H0v-64h46.1L0 22.7V0h22.6L96 48.9V0h64v48.9L233.4 0z"></path><g fill="#D80027"><path d="M144 0h-32v69.4H0v32h112v69.3h32v-69.3h112v-32H144z"></path><path d="M0 0v15.1l57.4 38.3H80zM256 0v15.1l-57.4 38.3H176z"></path></g><path fill="#2E52B2" d="M256 22.7v30.7h-46.1z"></path><g fill="#D80027"><path d="M0 0v15.1l57.4 38.3H80zM256 0v15.1l-57.4 38.3H176z"></path></g><path fill="#2E52B2" d="M256 22.7v30.7h-46.1z"></path><g fill="#D80027"><path d="M0 170.7v-15.1l57.4-38.2H80zM256 170.7v-15.1l-57.4-38.2H176z"></path></g><path fill="#29DBFF" d="M449 139.7c-.1 44.4-7.2 92.1-65 114.9-57.8-22.8-64.9-70.5-65-114.9h130z"></path><path fill="#ffda44" d="M449 139.7c0-16.7-.9-32.9-.5-47.1C426.9 83 398.4 81 383.9 81s-42.9 2-64.6 11.6c.4 14.2-.5 30.4-.5 47.1H449z"></path><path fill="#BF521B" d="M369.5 204.5l.3 10.3-12.8.2 4.9 13.2h-17.3c-18-20.2-23.4-42.4-24.9-68.1l9.1-9.7 8.3 14.3 10.8-12.8 7 7.8.8 15.7 13.8 29.1z"></path><path fill="#474747" d="M436.6 192.5l-8.6 18.3h-47l-29.2-19.5 25.7 10.5h25.1l3.7-6.5 7.2.2 2-3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Helena, Ascension and Tristan Da Cunha +290</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h513v342H0z"></path><path fill="#6DA544" d="M512 0H0v342"></path><path fill="#FFDA44" d="M307.7 0L0 194.5V342h206.9L513 148.5V0z"></path><path d="M513 0H385.2L0 249.4V341l126.2 1L513 91.6z"></path><g fill="white"><path d="M141.1 187l31.2 24 32.3-22.2-13.1 37 31.1 23.9-39.2-1.1-13.2 37-11.1-37.6-39.2-1.1 32.3-22.2zM310.6 70.8l31.2 23.9 32.3-22.2-13.1 37 31.1 23.9-39.2-1.1-13.2 37-11.1-37.6-39.2-1.1 32.4-22.2z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Kitts and Nevis +1869</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#55B2FF" d="M0 0h513v342H0z"></path><path fill="#F3F3F3" d="M148.5 298.1h216l-108-254.2z"></path><path fill="#333" d="M186 272.7l70.5-160.3L327 272.7z"></path><path fill="#FFDA44" d="M148.5 298.1h216l-108-101.7z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Lucia +1758</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 108 72"><path d="M0 0h108v72H0z" fill="#003787"></path><path d="M0 0h108L60 48v24H48V48z" fill="white"></path><circle cx="54" cy="30" r="8" fill="#f9d90f"></circle><path d="M44 30h20L54 48z" fill="white"></path><path d="M54 48L38 33h32z" fill="#cf142b"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Martin +590</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 26.666 640 426.666"><g fill-rule="evenodd" stroke-width="1pt"><path fill="white" d="M0 0h640v480H0z"></path><path fill="#00267f" d="M0 0h213.3v480H0z"></path><path fill="#f31830" d="M426.7 0H640v480H426.7z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Pierre and Miquelon +508</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.337H0z"></path><path fill="#338AF3" d="M0 85.331h170.663v341.337H0z"></path><g fill="#6DA544"><path d="M341.337 85.331H512v341.337H341.337zM214.261 283.82l-33.393-50.086 33.392-50.087 33.392 50.087zM297.739 283.82l-33.391-50.086 33.391-50.087 33.393 50.087zM256 350.603l-33.391-50.087L256 250.429l33.391 50.087z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Vincent and the Grenadines +1784</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.331h512v341.337H0z"></path><path fill="#0052B4" d="M0 85.331h256v170.663H0z"></path><g fill="white"><path d="M165.483 181.79l2.764 8.504h8.939l-7.232 5.254 2.763 8.503-7.234-5.255-7.233 5.255 2.763-8.503-7.233-5.254h8.94zM120.579 115.007l4.606 14.173h14.9l-12.055 8.757 4.605 14.171-12.056-8.758-12.054 8.758 4.605-14.171-12.056-8.757h14.901zM165.101 129.848l4.606 14.172h14.9l-12.055 8.757 4.604 14.173-12.055-8.76-12.054 8.76 4.604-14.173-12.055-8.757h14.9zM129.909 189.211l4.606 14.172h14.9l-12.055 8.758 4.604 14.171-12.055-8.759-12.054 8.759 4.604-14.171-12.055-8.758h14.9zM90.899 152.108l4.605 14.173h14.9l-12.055 8.757 4.604 14.173-12.054-8.76-12.055 8.76 4.604-14.173-12.055-8.757h14.9z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Samoa +685</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#338AF3" d="M0 85.34h512v341.326H0z"></path><path fill="white" d="M512 85.334v166.69L0 256.175V85.334z"></path><path fill="#6DA544" d="M323.744 203.099L256 270.843l-67.744-67.744a81.156 81.156 0 00-13.879 45.483v22.261c0 35.744 23.097 66.193 55.148 77.213-4.277 8.385-3.556 18.848 2.712 26.671l24.258-19.439 24.258 19.439c6.342-7.915 7.011-18.534 2.564-26.968 31.614-11.261 54.308-41.485 54.308-76.916v-22.261a81.174 81.174 0 00-13.881-45.483z"></path><path fill="#FFDA44" d="M256 330.206c-32.732 0-59.362-26.63-59.362-59.362v-22.261c0-32.733 26.63-59.363 59.362-59.363s59.362 26.63 59.362 59.362v22.261c0 32.733-26.63 59.363-59.362 59.363z"></path><path fill="#338AF3" d="M293.101 270.843v-22.261c0-20.458-16.643-37.101-37.101-37.101s-37.101 16.643-37.101 37.101v22.261L256 278.264l37.101-7.421z"></path><path fill="#6DA544" d="M218.899 270.843c0 20.458 16.643 37.101 37.101 37.101s37.101-16.643 37.101-37.101h-74.202z"></path><path fill="#FFDA44" d="M300.522 189.22c0-12.295-9.966-22.261-22.261-22.261a22.173 22.173 0 00-14.84 5.672v-13.093h7.421v-14.84h-7.421v-7.421h-14.84v7.421h-7.421v14.84h7.421v13.093a22.177 22.177 0 00-14.841-5.672c-12.295 0-22.261 9.966-22.261 22.261 0 6.591 2.867 12.512 7.421 16.589v13.093h74.203v-13.093c4.552-4.077 7.419-9.997 7.419-16.589z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">San Marino +378</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><g fill="#6DA544"><path d="M0 85.337h512v113.775H0zM0 312.888h512v113.775H0z"></path></g><path fill="#D80027" d="M256 256.006L0 426.668V85.331z"></path><path d="M302.049 226.318l7.368 22.674h23.842l-19.288 14.016 7.366 22.674-19.288-14.015-19.287 14.015 7.366-22.674-19.288-14.016h23.842zM376.252 226.318l7.367 22.674h23.842l-19.288 14.016 7.367 22.674-19.288-14.015-19.288 14.015 7.367-22.674-19.288-14.016h23.842z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Sao Tome and Principe +239</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M0 85.331h512v341.337H0z"></path><g fill="white"><path d="M183.548 289.386c0 12.295 9.731 22.261 21.736 22.261h65.208c0 10.244 8.11 18.551 18.114 18.551h21.736c10.004 0 18.114-8.306 18.114-18.551v-22.261H183.548zM330.264 181.791v51.942c0 8.183-6.5 14.84-14.491 14.84v22.261c19.976 0 36.226-16.643 36.226-37.101v-51.942h-21.735zM174.491 233.734c0 8.183-6.5 14.84-14.491 14.84v22.261c19.976 0 36.226-16.643 36.226-37.101v-51.942H174.49v51.942z"></path><path d="M297.661 181.788h21.736v51.942h-21.736zM265.057 211.473c0 2.046-1.625 3.71-3.623 3.71-1.998 0-3.623-1.664-3.623-3.71v-29.682h-21.736v29.682c0 2.046-1.625 3.71-3.623 3.71s-3.623-1.664-3.623-3.71v-29.682h-21.736v29.682c0 14.32 11.376 25.971 25.358 25.971 5.385 0 10.38-1.733 14.491-4.677 4.11 2.944 9.106 4.677 14.491 4.677 1.084 0 2.15-.078 3.2-.215-1.54 6.499-7.255 11.345-14.068 11.345v22.261c19.976 0 36.226-16.643 36.226-37.101v-51.943h-21.736l.002 29.682z"></path><path d="M207.093 248.57h32.601v22.261h-32.601z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saudi Arabia +966</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.326H0z"></path><path fill="#D80027" d="M330.207 85.331H512v341.337H330.207z"></path><g fill="#496E2D"><path d="M0 85.331h181.793v341.337H0zM255.999 196.632l14.733 45.347h47.685l-38.576 28.029 14.734 45.348-38.576-28.026-38.577 28.026 14.737-45.348-38.576-28.029h47.681z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Senegal +221</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.331h512v341.337H0z"></path><path fill="#D80027" d="M0 85.331h512v113.775H0z"></path><path fill="white" d="M0 312.882h512v113.775H0z"></path><path fill="#D80027" d="M129.468 181.793v85.136c0 48.429 63.267 63.267 63.267 63.267S256 315.356 256 266.929v-85.136H129.468z"></path><g fill="#FFDA44"><path d="M155.634 196.634h74.201v-29.681l-14.841 7.42-22.261-22.26-22.259 22.26-14.84-7.42zM241.16 278.782l-48.231-48.231-48.231 48.231 15.741 15.74 32.49-32.49 32.49 32.49z"></path></g><path fill="white" d="M241.16 233.734h-22.504a14.74 14.74 0 002.001-7.418c0-8.196-6.645-14.84-14.84-14.84-5.663 0-10.581 3.172-13.083 7.836-2.502-4.663-7.421-7.836-13.083-7.836-8.195 0-14.84 6.644-14.84 14.84 0 2.706.736 5.235 2.001 7.418h-22.114c0 8.196 7.139 14.84 15.334 14.84h-.494c0 8.196 6.644 14.84 14.84 14.84 0 7.257 5.211 13.286 12.094 14.576l-11.694 26.401a48.075 48.075 0 0018.149 3.544 48.079 48.079 0 0018.149-3.544l-11.694-26.401c6.883-1.29 12.094-7.319 12.094-14.576 8.196 0 14.84-6.644 14.84-14.84h-.494c8.199 0 15.338-6.644 15.338-14.84z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Serbia +381</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M235.454 85.337L0 426.663 427.345 85.337z"></path><path fill="#6DA544" d="M512 329.393L0 426.663h512z"></path><path fill="#D80027" d="M512 85.337h-84.655L0 426.663l512-204.512z"></path><path fill="#0052B4" d="M0 85.337v341.326L235.454 85.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Seychelles +248</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#6DA544" d="M0 85.337h512v113.775H0z"></path><path fill="#338AF3" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Sierra Leone +232</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M512 85.331v166.69L0 256.173V85.331z"></path><path fill="white" d="M256 256.006L0 426.668V85.331z"></path><g fill="#FFDA44"><path d="M59.621 256a59.546 59.546 0 00-.193 4.57c0 32.821 26.607 59.429 59.429 59.429s59.429-26.607 59.429-59.429c0-1.539-.078-3.061-.193-4.57H59.621z"></path><circle cx="118.862" cy="210.287" r="18.286"></circle></g><path fill="#D80027" d="M77.715 205.714v59.429c0 31.494 41.144 41.143 41.144 41.143s41.144-9.649 41.144-41.143v-59.429H77.715z"></path><path fill="#338AF3" d="M118.877 287.148c-7.632-2.746-22.876-9.767-22.876-22.006v-41.144h45.715v41.144c-.001 12.28-15.244 19.283-22.839 22.006z"></path><path fill="#F3F3F3" d="M128.001 246.856v-9.142l-9.144-4.571-9.142 4.571v9.142l-4.571 4.573v18.285h27.428v-18.285z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Sint Maarten +1721</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#0052B4" d="M0 196.641h512v118.717H0z"></path><path fill="#D80027" d="M0 315.359h512v111.304H0z"></path><path fill="white" d="M129.468 181.799v85.136c0 48.429 63.267 63.267 63.267 63.267S256 315.362 256 266.935v-85.136H129.468z"></path><path fill="#D80027" d="M146.126 184.294v81.941c0 5.472 1.215 10.64 3.623 15.485h85.97c2.408-4.844 3.623-10.012 3.623-15.485v-81.941h-93.216z"></path><path fill="white" d="M221.301 241.427h-21.425v-14.283h14.284v-14.283h-14.284v-14.284h-14.283v14.284h-14.282v14.283h14.282v14.283h-21.426v14.284h21.426v14.283h14.283v-14.283h21.425z"></path><path fill="#0052B4" d="M169.232 301.658c9.204 5.783 18.66 9.143 23.502 10.636 4.842-1.494 14.298-4.852 23.502-10.636 9.282-5.833 15.79-12.506 19.484-19.939a24.878 24.878 0 00-14.418-4.583c-1.956 0-3.856.232-5.682.657-3.871-8.796-12.658-14.94-22.884-14.94-10.227 0-19.013 6.144-22.884 14.94a25.048 25.048 0 00-5.682-.657 24.88 24.88 0 00-14.418 4.583c3.691 7.433 10.198 14.106 19.48 19.939z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Slovakia +421</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#0052B4" d="M0 199.112h512v113.775H0z"></path><path fill="#D80027" d="M0 312.888h512v113.775H0z"></path><path fill="white" d="M233.606 196.639v14.837c0 34.081-44.522 44.522-44.522 44.522s-44.522-10.44-44.522-44.522v-14.837l-.145-44.188 89.043-.266.146 44.454z"></path><path fill="#0052B4" d="M233.606 196.639v14.837c0 34.081-44.522 44.522-44.522 44.522s-44.522-10.44-44.522-44.522v-14.837l-.145-44.188 89.043-.266.146 44.454z"></path><path fill="white" d="M233.606 196.639v14.837c0 34.081-44.522 44.522-44.522 44.522s-44.522-10.44-44.522-44.522v-14.837l14.848 14.837 29.674-22.261 29.685 22.261 14.837-14.837z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Slovenia +386</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.334h512v341.337H0z"></path><path fill="#0052B4" d="M0 426.663V85.329h512"></path><path fill="#FFDA44" d="M0 396.494v30.169h45.255L512 115.499v-30.17h-45.255z"></path><g fill="white"><path d="M85.688 108.787l5.12 15.756h16.566l-13.403 9.737 5.12 15.757-13.403-9.738-13.405 9.738 5.12-15.757L64 124.543h16.567zM170.312 108.787l5.121 15.756H192l-13.403 9.737 5.12 15.757-13.405-9.738-13.403 9.738 5.12-15.757-13.403-9.737h16.566zM85.688 191.289l5.12 15.756h16.566l-13.403 9.738 5.12 15.757-13.403-9.739-13.405 9.739 5.12-15.757L64 207.045h16.567zM170.312 191.289l5.121 15.756H192l-13.403 9.738 5.12 15.757-13.405-9.739-13.403 9.739 5.12-15.757-13.403-9.738h16.566zM128 150.037l5.12 15.756h16.568l-13.405 9.738 5.12 15.758L128 181.55l-13.403 9.739 5.12-15.758-13.405-9.738h16.568z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Solomon Islands +677</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#338AF3" d="M0 85.331h512v341.337H0z"></path><path fill="white" d="M256 157.273l22.663 69.748H352l-59.332 43.106 22.664 69.749L256 296.769l-59.332 43.107 22.664-69.749L160 227.021h73.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Somalia +252</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path d="M114.024 256.001L0 141.926v228.17z"></path><path fill="#FFDA44" d="M161.192 256L0 94.7v47.226l114.024 114.075L0 370.096v47.138z"></path><path fill="#6DA544" d="M509.833 289.391c.058-.44.804-.878 2.167-1.318v-65.464H222.602L85.33 85.337H0V94.7L161.192 256 0 417.234v9.429h85.33l137.272-137.272h287.231z"></path><path fill="#0052B4" d="M503.181 322.783H236.433l-103.881 103.88H512v-103.88z"></path><path fill="#D80027" d="M503.181 189.217H512V85.337H132.552l103.881 103.88z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">South Africa +27</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#0052B4" d="M0 0h512v341.3H0z"></path><path fill="white" d="M256 0v117.4h-46.1l46.1 30.7v22.6h-22.6L160 121.8v48.9H96v-48.9l-73.4 48.9H0v-22.6l46.1-30.7H0v-64h46.1L0 22.7V0h22.6L96 48.9V0h64v48.9L233.4 0z"></path><path fill="#D80027" d="M144 0h-32v69.4H0v32h112v69.3h32v-69.3h112v-32H144z"></path><path fill="#2E52B2" d="M256 22.7v30.7h-46.1z"></path><path fill="#D80027" d="M0 170.7v-11l62.5-42.3h22.6L7.3 170.7zM7.3.1l77.8 53.2H62.5L0 11.1V.1zM256 .1v11l-62.5 42.3h-22.6L248.7.1zM248.7 170.7l-77.8-53.3h22.6l62.5 42.3v11z"></path><g><ellipse fill="white" cx="443.4" cy="233.6" rx="29" ry="43.5"></ellipse><ellipse fill="#FFCE00" cx="406.9" cy="317.7" rx="22" ry="9.3"></ellipse><ellipse fill="#FFCE00" cx="364" cy="317.7" rx="22" ry="9.3"></ellipse><path fill="#39B200" d="M342 190.1l43.4 86.9 43.5-86.9z"></path><ellipse fill="#9B9B9B" cx="327.5" cy="233.6" rx="29" ry="43.5"></ellipse><path fill="#757575" d="M371 175.6l-14.5 14.5h57.9l-14.5-14.5 14.5-43.5s-13-29-29-29-29 29-29 29l14.6 43.5z"></path><circle fill="#C6B56F" cx="385.4" cy="67" r="29"></circle><circle fill="#A54A00" cx="386" cy="88.7" r="29"></circle><circle fill="white" cx="443.4" cy="117.7" r="29"></circle><circle fill="#0049FF" cx="342.2" cy="146.7" r="29"></circle><circle fill="#0041F9" cx="429.8" cy="146.7" r="29"></circle><circle fill="#F7D71E" cx="386" cy="233.6" r="29"></circle><circle fill="#CEC851" cx="457.9" cy="190.1" r="29"></circle><circle fill="white" cx="385.4" cy="289.5" r="29"></circle><path fill="#7C0B29" d="M371 135.7l14.5-3.5 14.5 3.5c0 7.5-14.5 11-14.5 11s-14.5-3.5-14.5-11z"></path><circle fill="white" cx="327.5" cy="117.4" r="29"></circle></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">South Georgia and the South Sandwich Islands +500</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#496E2D" d="M0 322.783h512v103.88H0z"></path><path d="M0 85.337h512v104.515H0z"></path><path fill="#A2001D" d="M0 210.877h512v89.656H0z"></path><path fill="#0052B4" d="M256 256.006L0 426.668V85.331z"></path><path fill="#FFDA44" d="M73.178 209.188l20.831 29.067 34.084-10.83-21.207 28.795 20.83 29.069-33.939-11.271-21.208 28.794.234-35.762-33.94-11.273 34.083-10.83z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">South Sudan +211</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.337H0z"></path><g fill="#D80027"><path d="M0 85.331h512v113.775H0zM0 312.882h512v113.775H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Spain +34</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.329v341.337h512V85.329H0zm489.739 319.076h-267.13V107.59h267.13v296.815z"></path><path fill="#A2001D" d="M222.609 107.595h267.13V404.41h-267.13z"></path><path fill="#D80027" d="M22.261 107.595h200.348V404.41H22.261z"></path><path fill="#FFDA44" d="M200.348 85.334h22.261v341.337h-22.261z"></path><path fill="#6DA544" d="M22.261 107.595h89.043V404.41H22.261z"></path><path fill="#FF9811" d="M111.304 107.595h89.043V404.41h-89.043z"></path><g fill="#FFDA44"><path d="M358.675 250.438v-44.522c0-7.424-11.13-14.848-11.13-14.848s-11.13 7.424-11.13 14.848h-44.522v44.522h22.261v22.261c0 4.875.979 9.539 2.76 13.768l-10.184 8.493h-29.674V157.677c-12.299 0-22.261 9.973-22.261 22.261v96.467a22.19 22.19 0 007.413 16.584v35.361h14.848v-18.554h66.783v29.685H328.99v14.837h29.685v-29.685l13.601-14.837h44.288v29.685h-14.848v14.837h29.685v-29.685l13.601-14.837 12.552-40.259-11.038-19.1h-38.945c-14.169-.122-40.637.09-48.896.001z"></path><path d="M370.551 211.844v25.229h71.513v13.365h4.452v-17.817h-71.513v-16.325h75.965v-4.452zM222.609 107.595h22.261v22.261h-22.261zM467.478 107.595h22.261v22.261h-22.261zM222.609 382.138h22.261v22.261h-22.261zM467.478 382.138h22.261v22.261h-22.261z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Sri Lanka +94</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path d="M0 312.888h512v113.775H0z"></path><path fill="#496E2D" d="M0 426.668V85.331l256 170.675z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Sudan +249</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><path fill="#A2001D" d="M0 196.636h512v118.728H0z"></path><g fill="#6DA544"><path d="M0 352.462h512v74.207H0zM0 85.331h512v74.207H0z"></path></g><path fill="#FFDA44" d="M256.742 218.003l9.43 29.021h30.518L272 264.963l9.431 29.023-24.689-17.937-24.689 17.937 9.431-29.023-24.69-17.939h30.518z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Suriname +597</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.334h512v341.337H0z"></path><path fill="white" d="M512 295.883H202.195v130.783H122.435V295.883H0V216.111h122.435V85.329H202.195v130.782H512V277.329z"></path><path fill="#2E52B2" d="M512 234.666v42.663H183.652v149.337h-42.674V277.329H0v-42.663h140.978V85.329h42.674v149.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Svalbard and Jan Mayen +47</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.333h512V426.67H0z"></path><path fill="#FFDA44" d="M192 85.33h-64v138.666H0v64h128v138.666h64V287.996h320v-64H192z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Sweden +46</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="white" d="M356.174 222.609h-66.783v-66.783h-66.782v66.783h-66.783v66.782h66.783v66.783h66.782v-66.783h66.783z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Switzerland +41</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><path fill="#D80027" d="M0 85.331h512v113.775H0z"></path><path d="M0 312.882h512v113.775H0z"></path><g fill="#6DA544"><path d="M187.31 215.184l9.208 28.341h29.802l-24.11 17.518 9.209 28.342-24.109-17.516-24.11 17.516 9.209-28.342-24.109-17.518h29.801zM324.69 215.184l9.209 28.341H363.7l-24.109 17.518 9.209 28.342-24.11-17.516-24.109 17.516 9.209-28.342-24.11-17.518h29.802z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Syrian Arab Republic +963</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="#0052B4" d="M0 85.337h256V256H0z"></path><path fill="white" d="M186.435 170.669L162.558 181.9l12.714 23.125-25.927-4.961-3.286 26.192L128 206.993l-18.06 19.263-3.285-26.192-25.927 4.96 12.714-23.125-23.877-11.23 23.877-11.231-12.714-23.125 25.927 4.96 3.286-26.192L128 134.344l18.06-19.263 3.285 26.192 25.928-4.96-12.715 23.125z"></path><circle fill="#0052B4" cx="128" cy="170.674" r="29.006"></circle><path fill="white" d="M128 190.06c-10.692 0-19.391-8.7-19.391-19.391 0-10.692 8.7-19.391 19.391-19.391 10.692 0 19.391 8.7 19.391 19.391 0 10.691-8.699 19.391-19.391 19.391z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Taiwan +886</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#6DA544" d="M0 312.888h512v113.775H0z"></path><g fill="#FFDA44"><path d="M226.318 300.522h59.364v-25.23l-11.873 5.937L256 263.421l-17.809 17.808-11.873-5.937zM192.355 270.84l2.763 8.504h8.94l-7.233 5.255 2.763 8.502-7.233-5.255-7.234 5.255 2.763-8.502-7.233-5.255h8.94zM200.921 241.16l2.763 8.502h8.94l-7.233 5.255 2.763 8.504-7.233-5.256-7.234 5.256 2.763-8.504-7.233-5.255h8.94zM225.409 218.899l2.763 8.502h8.94l-7.233 5.255 2.763 8.504-7.233-5.256-7.234 5.256 2.763-8.504-7.233-5.255h8.94zM319.645 270.84l-2.763 8.504h-8.94l7.233 5.255-2.763 8.502 7.233-5.255 7.234 5.255-2.763-8.502 7.233-5.255h-8.94zM311.079 241.16l-2.763 8.502h-8.94l7.233 5.255-2.763 8.504 7.233-5.256 7.234 5.256-2.763-8.504 7.233-5.255h-8.94zM286.591 218.899l-2.763 8.502h-8.94l7.233 5.255-2.763 8.504 7.233-5.256 7.234 5.256-2.763-8.504 7.233-5.255h-8.94zM256 207.767l2.763 8.503h8.941l-7.234 5.256 2.763 8.502-7.233-5.254-7.233 5.254 2.763-8.502-7.234-5.256h8.941z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Tajikistan +992</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#338AF3" d="M0 85.337h512v341.326H0z"></path><path fill="#6DA544" d="M0 426.663V85.337h512"></path><path fill="#FFDA44" d="M512 152.222V85.337H411.67L0 359.778v66.885h100.33z"></path><path d="M512 85.337v40.125L60.193 426.663H0v-40.125L451.807 85.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Tanzania, United Republic of Tanzania +255</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.334h512V426.66H0z"></path><path fill="#0052B4" d="M0 194.056h512v123.882H0z"></path><g fill="#D80027"><path d="M0 85.334h512v54.522H0zM0 372.143h512v54.522H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Thailand +66</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M256 256L0 90.691v44.242L155.826 256 0 377.067v44.242z"></path><path d="M0 90.691v330.618L189.217 256z"></path><path fill="white" d="M44.184 213.36l24.912 23.577 30.121-16.41-14.723 30.98 24.911 23.575-34.012-4.43L60.67 301.63l-6.296-33.716-34.012-4.43 30.119-16.408z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Timor-Leste +670</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><g fill="#496E2D"><path d="M0 85.337h512V153.6H0zM0 358.4h512v68.263H0zM0 221.863h512v68.263H0z"></path></g><path fill="#D80027" d="M0 85.337h204.054v204.054H0z"></path><path fill="white" d="M102.026 133.938l13.26 40.812h42.916l-34.718 25.226 13.26 40.814-34.718-25.224-34.719 25.224 13.263-40.814-34.718-25.226h42.913z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Togo +228</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.337h512v341.326H0z"></path><g fill="white"><path d="M210.715 174.377l3.684 11.338h11.919l-9.643 7.006 3.684 11.337-9.644-7.007-9.644 7.007 3.684-11.337-9.645-7.006h11.921zM116.816 281.971l4.605 14.172h14.9l-12.055 8.757 4.606 14.173-12.056-8.76-12.055 8.76 4.604-14.173-12.054-8.757h14.899zM144.696 119.679l4.604 14.172h14.901l-12.056 8.758 4.606 14.171-12.055-8.759-12.056 8.759 4.606-14.171-12.055-8.758h14.9zM69.539 175.331l4.604 14.172h14.9l-12.055 8.758 4.606 14.171-12.055-8.758-12.056 8.758 4.606-14.171-12.055-8.758h14.9z"></path></g><g fill="#FFDA44"><path d="M483.386 354.503H117.801s109.234-88.562 310.593-220.938c.001 0-88.443 128.935 54.992 220.938zM117.801 366.089c-11.177 0-11.195 17.37 0 17.37h365.585c11.177 0 11.195-17.37 0-17.37H117.801z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Tokelau +690</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.331h512v341.337H0z"></path><path fill="white" d="M0 85.331h256v170.663H0z"></path><path fill="#D80027" d="M141.357 157.303V130.59h-26.714v26.713H87.93v26.713h26.713v26.713h26.714v-26.713h26.713v-26.713z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Tonga +676</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="white" d="M6.066 85.337l207.961 212.636 131.584 128.69h160.323L297.973 214.027 166.389 85.337z"></path><path d="M43.364 85.337L384.69 426.663h83.946L127.31 85.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Trinidad and Tobago +1868</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.331h512v341.337H0z"></path><circle fill="white" cx="256" cy="255.994" r="96"></circle><g fill="#D80027"><path d="M267.826 219.291l16.47 22.695 26.673-8.649-16.496 22.676 16.468 22.695-26.664-8.681-16.495 22.676.017-28.04-26.664-8.682 26.674-8.648z"></path><path d="M277.818 312.724c-31.33 0-56.727-25.397-56.727-56.727s25.397-56.727 56.727-56.727c9.769 0 18.96 2.47 26.985 6.819-12.589-12.31-29.804-19.909-48.803-19.909-38.558 0-69.818 31.259-69.818 69.818s31.26 69.818 69.818 69.818c18.999 0 36.215-7.599 48.803-19.909-8.026 4.347-17.216 6.817-26.985 6.817z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Tunisia +216</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 450 300"><path fill="#d80027" d="M0 150V0h450v300H0V150z"></path><path fill="white" d="M247.3 118.3l35.2 5.8L307.4 99l5.1 32.8L344 150l-31.5 18.2-4.9 33.5-25.1-25.9-35.2 5.8L263 150z"></path><path fill="white" d="M240.6 228.6c-43.3 0-78.3-35.1-78.3-78.3S197.4 72 240.6 72c8.1 0 15.8 1.2 23.2 3.5-17.3-15-39.8-24-64.5-24-54.4 0-98.6 44.1-98.6 98.6s44.1 98.6 98.6 98.6c24.2 0 46.3-8.7 63.4-23.1-7 1.9-14.4 3-22.1 3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Turkey +90</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.337h512v341.326H0z"></path><g fill="white"><path d="M357.208 183.679c8.397-23.404-1.036-48.858-21.281-61.536a52.131 52.131 0 0110.884 2.621c27.002 9.688 41.038 39.428 31.35 66.431s-39.428 41.038-66.431 31.35a52.182 52.182 0 01-10.069-4.895c23.686 3.084 47.15-10.566 55.547-33.971zM310.637 115.729l-7.297 9.427-11.22-4.026 6.712 9.852-7.296 9.427 11.443-3.338 6.712 9.852.361-11.914 11.444-3.339-11.221-4.025z"></path><path d="M330.338 146.448l-7.296 9.427-11.221-4.026 6.712 9.852-7.296 9.427 11.443-3.339 6.712 9.853.36-11.915 11.445-3.34-11.221-4.024zM275.9 126.916l-7.296 9.427-11.219-4.024 6.711 9.851-7.296 9.426 11.443-3.338 6.712 9.852.361-11.915 11.444-3.337-11.221-4.027zM275.101 162.105l-7.296 9.427-11.221-4.026 6.712 9.852-7.296 9.427 11.444-3.338 6.711 9.852.362-11.915 11.443-3.338-11.22-4.026zM308.585 174.118l-7.296 9.427-11.22-4.026 6.712 9.853-7.297 9.426 11.444-3.338 6.712 9.852.36-11.915 11.443-3.338-11.219-4.025z"></path></g><path fill="#D80027" d="M83.478 85.337h89.043v341.326H83.478z"></path><path fill="white" d="M117.458 175.191l-14.908-11.105v-15.705l14.908-11.105h21.084l14.908 11.105v15.705l-14.908 11.105z"></path><g fill="#FF9811"><path d="M128 137.276h-10.542l-14.908 11.105v7.678H128zM128 175.191h10.542l14.908-11.105v-8.012H128z"></path></g><path fill="white" d="M117.458 374.725l-14.908-11.106v-15.704l14.908-11.105h21.084l14.908 11.105v15.704l-14.908 11.106z"></path><g fill="#FF9811"><path d="M128 336.81h-10.542l-14.908 11.105v7.678H128zM128 374.725h10.542l14.908-11.106v-8.011H128z"></path></g><g fill="#496E2D"><path d="M117.458 274.957l-14.908-11.105v-15.703l14.908-11.106h21.084l14.908 11.106v15.703l-14.908 11.105zM153.971 299.391h-6.493v-6.493h-11.411l-8.068-8.068-8.067 8.068h-11.41v6.493h-6.493v12.986h6.493v6.492h11.41l8.068 8.069 8.068-8.069h11.41v-6.492h6.493zM153.971 199.623h-6.493v-6.492h-11.411l-8.068-8.069-8.067 8.069h-11.41v6.492h-6.493v12.986h6.493v6.492h11.41l8.068 8.07 8.068-8.07h11.41v-6.492h6.493z"></path></g><g fill="#D80027"><path d="M120.576 248.576h14.84v14.84h-14.84z"></path><circle cx="128" cy="206.113" r="7.421"></circle><circle cx="128" cy="305.887" r="7.421"></circle></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Turkmenistan +993</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.333h512V426.67H0z"></path><path fill="#FFDA44" d="M332.058 191.996v78.221c0 38.103 51.942 49.779 51.942 49.779s51.942-11.675 51.942-49.779v-78.221H332.058z"></path><path fill="#FF9811" d="M376.579 220.44c0 7.855-6.644 28.445-14.84 28.445s-14.84-20.589-14.84-28.445c0-7.856 14.84-14.222 14.84-14.222s14.84 6.367 14.84 14.222z"></path><path fill="#A2001D" d="M415.961 235.93c2.394-5.6 4.257-13.785 4.257-17.86 0-6.546-8.904-11.852-8.904-11.852s-8.904 5.306-8.904 11.852c0 4.075 1.862 12.26 4.257 17.86l-5.141 11.123a26.898 26.898 0 009.788 1.831c3.463 0 6.766-.654 9.788-1.831l-5.141-11.123z"></path><path fill="#6DA544" d="M372.87 270.217s-7.421 14.222-7.421 28.445h37.101c0-14.222-7.421-28.445-7.421-28.445l-11.13-7.111-11.129 7.111z"></path><path fill="#D80027" d="M395.13 270.217v-3.555c0-5.891-4.983-10.666-11.13-10.666-6.147 0-11.13 4.776-11.13 10.666v3.555h22.26z"></path><path fill="white" d="M256 85.333v30.553l-45.167 25.099H256v59.359h-59.103L256 233.179v22.817h-26.68l-73.494-40.826v40.826h-55.652v-48.573l-87.43 48.573H0v-30.554l45.167-25.098H0v-59.359h59.103L0 108.139V85.333h26.68l73.494 40.825V85.333h55.652v48.572l87.43-48.572z"></path><path fill="#D80027" d="M144 85.33h-32v69.332H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path fill="#0052B4" d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915z"></path><path fill="white" d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915z"></path><g fill="#D80027"><path d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915zM71.846 200.344L0 240.259v15.737l100.174-55.652z"></path></g><path fill="#0052B4" d="M100.174 140.982L0 85.33v15.737l71.847 39.915z"></path><path fill="white" d="M100.174 140.982L0 85.33v15.737l71.847 39.915z"></path><g fill="#D80027"><path d="M100.174 140.982L0 85.33v15.737l71.847 39.915zM184.154 140.982L256 101.067V85.33l-100.174 55.652z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Turks and Caicos Islands +1649</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 900 600"><path fill="#0052B4" d="M0 0h900v600H0z"></path><path fill="#00B2EE" d="M0 300h450V0h450v600H0V300z"></path><path fill="#FFDA44" d="M345.3 480.9l29.4 90.6-77.1-56H393l-77.1 56 29.4-90.6zM706.4 340l29.4 90.6-77.1-56H754l-77.1 56 29.5-90.6zM812.8 261.5l29.4 90.6-77.1-56h95.3l-77.1 56 29.5-90.6zM812.8 37.4l29.4 90.6-77.1-56h95.3l-77.1 56 29.5-90.6z"></path><path fill="white" d="M449.9 0v206.3h-81l81 54V300h-39.7l-129-85.9V300H168.7v-85.9L39.7 300H0v-39.7l81-54H0V93.8h81L0 39.9V0h39.7l129 85.9V0h112.5v85.9L410.2 0z"></path><path fill="#D80027" d="M253.1 0h-56.3v122H0v56.2h196.8V300h56.3V178.2h196.8V122H253.1z"></path><path fill="#2E52B2" d="M449.9 39.9v53.9h-81z"></path><path fill="#D80027" d="M0 300v-19.3l109.9-74.4h39.7L12.8 300zM12.8.1l136.8 93.7h-39.7L0 19.4V.1zM449.9.2v19.3L340 93.8h-39.7L437.1.2zM437.1 300l-136.8-93.7H340l109.9 74.4V300z"></path><path fill="#FFDA44" d="M719.9 131.6l29.4 90.6-77.1-56h95.3l-77.1 56 29.5-90.6zM584 187.7l29.4 90.6-77.1-56h95.3l-77.1 56 29.5-90.6zM614 430.6l29.4 90.6-77.1-56h95.3l-77.1 56 29.5-90.6zM488 332l29.4 90.6-77.1-56h95.3l-77.1 56L488 332zM488 464l29.4 90.6-77.1-56h95.3l-77.1 56L488 464z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Tuvalu +688</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#232323" d="M0 0h512v341.3H0z"></path><path fill="#FFDA44" d="M0 56.9h512v56.9H0z"></path><path fill="#D32300" d="M0 113.8h512v56.9H0z"></path><path fill="#FFDA44" d="M0 227.6h512v56.9H0z"></path><path fill="#D32300" d="M0 284.4h512v56.9H0z"></path><circle fill="white" cx="256" cy="170.7" r="80.7"></circle><path d="M234.5 127.5c.9-1.4-19.6-2-19.6-2 1.7-2.5 18.4-10.5 18.4-10.5s-.9-6 2.7-9.8l-4.5-9.8s7-3.4 18.4-3.4 19.9 7 21 13.1l-6.4 3.4c-.1 4.7 1.7 11.6-4.3 17.3-5.9 5.7-8.3 6.9-8.5 18.8 0 3.9 2.3 8.2 8.8 11.7 17.4 9.3 38.6 28.2 44.6 33.9 6.1 5.7 5.1 19.2 2.6 25.2s-12.1 14.3-14.3 13.6c-2.2-.6 1.2-9.2-3.5-11.6 0 0-8.9-7.6-16.8.6s-.2 25.2 3.9 28c4.1 2.8 1.7 5-1.9 5H247c-3.8 0-5.4-2.3-1.9-5 7.6-3.8 12.4-15.3 7.4-20.3-4.9-4.9-18.3 1.5-21.5 6.3-2.8 2.8-8.8 3.6-12.9-1.4s-4.1-10.4-1.1-12.5c7-4.8 0 0 .1-.1 0 0 11.9-8.6 29.9-9 3.9 0 4.8-2.2 2.2-4.8 0 0-30.9-27.4-28.1-44.2 3-18.3 20-26.3 13.4-32.5-1.3-1.8 0 0 0 0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Uganda +256</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><path fill="#338AF3" d="M0 85.337h512V256H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Ukraine +380</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.333h512V426.67H0z"></path><path fill="#D80027" d="M288 85.33h-64v138.666H0v64h224v138.666h64V287.996h224v-64H288z"></path><g fill="#0052B4"><path d="M393.785 315.358L512 381.034v-65.676zM311.652 315.358L512 426.662v-31.474l-143.693-79.83zM458.634 426.662l-146.982-81.664v81.664z"></path></g><path fill="white" d="M311.652 315.358L512 426.662v-31.474l-143.693-79.83z"></path><path fill="#D80027" d="M311.652 315.358L512 426.662v-31.474l-143.693-79.83z"></path><g fill="#0052B4"><path d="M90.341 315.356L0 365.546v-50.19zM200.348 329.51v97.151H25.491z"></path></g><path fill="#D80027" d="M143.693 315.358L0 395.188v31.474l200.348-111.304z"></path><g fill="#0052B4"><path d="M118.215 196.634L0 130.958v65.676zM200.348 196.634L0 85.33v31.474l143.693 79.83zM53.366 85.33l146.982 81.664V85.33z"></path></g><path fill="white" d="M200.348 196.634L0 85.33v31.474l143.693 79.83z"></path><path fill="#D80027" d="M200.348 196.634L0 85.33v31.474l143.693 79.83z"></path><g fill="#0052B4"><path d="M421.659 196.636L512 146.446v50.19zM311.652 182.482V85.331h174.857z"></path></g><path fill="#D80027" d="M368.307 196.634L512 116.804V85.33L311.652 196.634z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">United Kingdom +44</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#338AF3"><path d="M0 38h513v38H0zM0 114h513v38H0zM0 190h513v38H0zM0 266h513v38H0z"></path></g><path fill="white" d="M0 0h256.5v190H0z"></path><path fill="#FFDA44" d="M192 95l-26.2 12.3 14 25.3-28.4-5.4-3.6 28.7-19.8-21.1-19.8 21.1-3.6-28.7-28.4 5.4 14-25.3L64 95l26.2-12.3-14-25.3 28.4 5.4 3.6-28.7L128 55.2l19.8-21.1 3.6 28.7 28.4-5.4-14 25.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Uruguay +598</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="#6DA544" d="M0 322.783h512v103.88H0z"></path><path fill="#338AF3" d="M0 85.337h512v104.515H0z"></path><path fill="white" d="M0 210.877h512v89.656H0z"></path><path fill="#338AF3" d="M0 85.337h512v104.515H0z"></path><g fill="white"><path d="M188.688 137.589c0-15.984 11.234-29.339 26.236-32.614a33.531 33.531 0 00-7.155-.777c-18.442 0-33.391 14.949-33.391 33.391s14.949 33.391 33.391 33.391c2.458 0 4.85-.273 7.155-.777-15.002-3.275-26.236-16.63-26.236-32.614zM234.658 152.766l2.261 6.957h7.315l-5.918 4.301 2.261 6.956-5.919-4.3-5.918 4.3 2.261-6.956-5.918-4.301h7.315zM258.006 152.766l2.26 6.957h7.315l-5.918 4.301 2.261 6.956-5.918-4.3-5.918 4.3 2.26-6.956-5.917-4.301h7.314zM281.353 152.766l2.26 6.957h7.315l-5.917 4.301 2.26 6.956-5.918-4.3-5.918 4.3 2.26-6.956-5.918-4.301h7.315zM304.7 152.766l2.262 6.957h7.315l-5.919 4.301 2.261 6.956-5.919-4.3-5.918 4.3 2.262-6.956-5.919-4.301h7.314zM328.048 152.766l2.26 6.957h7.315l-5.918 4.301 2.261 6.956-5.918-4.3-5.918 4.3 2.26-6.956-5.917-4.301h7.314zM258.006 128.482l2.26 6.956h7.315l-5.918 4.3 2.261 6.957-5.918-4.299-5.918 4.299 2.26-6.957-5.917-4.3h7.314zM281.353 128.482l2.26 6.956h7.315l-5.917 4.3 2.26 6.957-5.918-4.299-5.918 4.299 2.26-6.957-5.918-4.3h7.315zM304.7 128.482l2.262 6.956h7.315l-5.919 4.3 2.261 6.957-5.919-4.299-5.918 4.299 2.262-6.957-5.919-4.3h7.314zM328.048 128.482l2.26 6.956h7.315l-5.918 4.3 2.261 6.957-5.918-4.299-5.918 4.299 2.26-6.957-5.917-4.3h7.314zM281.353 104.198l2.26 6.956h7.315l-5.917 4.3 2.26 6.957-5.918-4.3-5.918 4.3 2.26-6.957-5.918-4.3h7.315zM304.7 104.198l2.262 6.956h7.315l-5.919 4.3 2.261 6.957-5.919-4.3-5.918 4.3 2.262-6.957-5.919-4.3h7.314zM328.048 104.198l2.26 6.956h7.315l-5.918 4.3 2.261 6.957-5.918-4.3-5.918 4.3 2.26-6.957-5.917-4.3h7.314z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Uzbekistan +998</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path d="M0 85.337h512v341.326H0z"></path><path fill="#6DA544" d="M512 256v170.663H0L215.185 256z"></path><path fill="#D80027" d="M512 85.337V256H215.185L0 85.337z"></path><path d="M221.001 239.304L26.868 85.337H8.956l208.168 165.098H512v-11.131zM8.956 426.663h17.912l194.133-153.967H512v-11.131H217.124zM0 92.44v14.206L188.317 256 0 405.354v14.205L206.229 256z"></path><g fill="#FFDA44"><path d="M8.956 85.337H0v7.103L206.229 256 0 419.559v7.104h8.956l208.168-165.098H512v-11.13H217.124z"></path><path d="M63.718 292.382v-14.295c14.265 0 25.87-11.606 25.87-25.869 0-10.092-8.211-18.303-18.304-18.303-6.875 0-12.469 5.593-12.469 12.469 0 4.397 3.577 7.974 7.974 7.974a4.514 4.514 0 004.508-4.508h14.295c0 10.368-8.435 18.804-18.802 18.804-12.279-.002-22.269-9.993-22.269-22.271 0-14.758 12.006-26.764 26.764-26.764 17.975 0 32.599 14.623 32.599 32.599 0 22.145-18.018 40.164-40.166 40.164z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Vanuatu +678</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 22.5 15"><path fill="#FFCE00" d="M0 0h22.5v5H0z"></path><path fill="#203899" d="M0 5h22.5v5H0z"></path><path fill="#D82B2B" d="M0 10h22.5v5H0z"></path><path fill="white" d="M12.13 5.38l.14.46.45.14-.39.27.01.48-.38-.29-.45.15.15-.44-.28-.38h.47zM10.36 5.38l.27.39h.47l-.28.38.15.45-.45-.16-.38.28.01-.47-.39-.28.45-.13zM13.8 5.94l-.01.48.39.27-.46.14-.14.45-.27-.38h-.48l.29-.38-.15-.45.45.16zM8.69 5.96l.4.27.44-.18-.13.46.3.36-.47.02-.26.4-.16-.44-.46-.12.37-.3zM15.24 7.13l-.2.44.25.4-.47-.05-.31.36-.1-.46-.43-.18.41-.24.03-.47.35.31zM15.43 8.25l.21.43.47.07-.34.33.08.46-.42-.22-.42.22.08-.46-.34-.33.47-.07zM7 8.2l.21.43.47.06-.34.33.08.47L7 9.27l-.42.22.08-.47-.34-.33.47-.06zM7.31 7.05l.45.14.38-.29v.48l.39.26-.45.15-.13.46-.28-.38-.47.01.27-.38z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Venezuela, Bolivarian Republic of Venezuela +58</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M196.641 85.337H0v341.326h512V85.337z"></path><path fill="#FFDA44" d="M256 157.279l22.663 69.747H352l-59.332 43.106 22.664 69.749L256 296.774l-59.332 43.107 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11.4-19.3 2.8-19.9c-28-1.8-29.7-24.9-38.9-40.2-9.2-15.3-24-24-24-24s20.6 8.1 40.8 0S476.7 63 476.7 63c7.2-11.2 2.3-17.7-10.6-14.6z"></path></g><path fill="white" stroke="#231F20" stroke-miterlimit="10" d="M201.3 111.8v80.3c0 45.7 59.7 59.7 59.7 59.7s59.7-14 59.7-59.7v-80.3H201.3h0z"></path><g fill="#D80027"><path d="M225.2 137.7V235c8.2 6 17 10.2 23.9 12.9V137.7h-23.9zM296.8 137.7V235c-8.2 6-17 10.2-23.9 12.9V137.7h23.9z"></path></g><path fill="#0052B4" d="M201.3 111.8h119.4v37.9H201.3z"></path><path fill="#1583C4" d="M60.1 210.5l-21.9-58.1H15.7l31.8 80.8h25.2l31.5-80.8H81.7zM451.5 151.9h18.9v81.7h-18.9z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Virgin Islands, U.S. +1340</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center 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fill="white" d="M276.992 255.996L106.329 426.659H0V85.333h106.329z"></path><path d="M256 255.996L85.334 426.662h20.987l170.667-170.666L106.321 85.33H85.334z"></path><path fill="#D80027" d="M102.465 202.57l13.259 40.812h42.917l-34.718 25.226 13.26 40.814-34.718-25.224-34.72 25.224 13.262-40.814-34.718-25.226h42.915z"></path><path fill="#FFDA44" d="M138.94 259.335l-34.559-12.243s-2.553-23.955-2.708-24.766c-1.173-6.18-6.603-10.851-13.123-10.851-7.376 0-13.357 5.98-13.357 13.357 0 1.223.178 2.402.486 3.528l-9.689 9.755h17.229c0 17.882-13.344 17.882-13.344 35.691l7.402 17.809h44.522l7.422-17.809h-.004a17.782 17.782 0 001.381-5.231c6.397-2.589 8.342-9.24 8.342-9.24z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Zimbabwe +263</div></div></div></div></div></div><div class="flex flex-col justify-start items-start self-stretch flex-grow-0 flex-shrink-0 relative mb-spacing16"><p class="text-xs leading-4.5"><span 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     h-33  bg-white overflow-hidden rounded-12 -z-0"><div class="w-6.5 h-8 bg-white rounded-xl border border-bootcamp-green-700 absolute -right-3.5 top-12.5 z-10"></div><div class="w-6.5 h-8 bg-white rounded-xl border border-bootcamp-green-700 absolute -left-3.5 top-12.5 z-10"></div><div class="border rounded-12 border-bootcamp-green-700 bg-bootcamp-green-200 w-full h-full py-spacing10 px-spacing16 shadow-elevation relative overflow-hidden"><div class="absolute -top-1 -right-1"><img alt="pattern" loading="lazy" width="95" height="153" decoding="async"  style="color:transparent" src="infinity_images/Pattern.svg"></div><div class="flex items-center h-full justify-between relative z-1"><div class="flex flex-col gap-spacing8"><div class="flex gap-spacing4 items-center"><i class="icon-percentage-filled md:text-2xl xs:text-md text-bootcamp-green-900 "></i><h5 class="text-xl text-bootcamp-green-900 font-bold">10% OFF</h5></div><div class="flex flex-col "><div><span class="text-bootcamp-green-900 font-normal text-sm">Coupon Code</span><span class="text-sm leading-4 text-bootcamp-green-900 font-bold">&nbsp;"LEVEL10"</span></div><div><span class="text-bootcamp-green-900 font-normal text-sm">Coupon Expires</span><span class="text-sm leading-4 text-bootcamp-green-900 font-bold">&nbsp; 13/04</span></div></div></div><div class="bg-bootcamp-green-500 rounded-full px-spacing12 h-8 flex items-center shadow-elevation gap-spacing6 cursor-pointer"><i class="text-white text-sm icon-copy"></i><div class="text-xs text-white font-normal text-right cursor-pointer">Copy</div></div></div></div></div></div></div></div></div></div></div></section></div><div><div><div></div><div class="transition-all duration-1000 z-[20] md:block hidden"></div></div><div><section class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0 bg-interview-white-1 py-spacing48 xs:!mt-spacing48"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div class="row g-4"><div class="col-12 md:flex-col"><h3 class="text-interview-black-1 font-[700] md:text-title2 xs:text-title3 pb-spacing10">Description</h3><div class="relative "><div class="text-neutral7 font-normal md:text-bodyNormal xs:text-bannerPoints pb-spacing24"><h2 class="CertTheme__h2" dir="ltr"><b><strong class="CertTheme__textBold">Top Artificial Intelligence Interview Tips and Tricks</strong></b></h2><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Artificial Intelligence is an advanced field of study that requires vigorous learning effort. The best way to prepare for an AI interview is to focus on projects that make use of AI. A healthy discussion on a trending AI topic or model like ChatGPT might make the conversations delightful.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Apart from revisiting the artificial intelligence basic interview questions, staying up to date with the latest trend by following blogs and articles related to AI should help you with your artificial intelligence questions and answers.</span></p><h2 class="CertTheme__h2" dir="ltr"><b><strong class="CertTheme__textBold">How to Prepare for an Artificial intelligence Interview?</strong></b></h2><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Statistics is the foundation of Machine Learning and Artificial Intelligence. It is always a good idea to revisit the basic concepts in statistics to get well-versed in the fundamentals. Next, you should start exploring your Machine Learning expertise since it is a subset of AI. Basic artificial neural networks are based on the idea of certain ML models. Therefore, it is best to explore this area.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>The next part is the neural network which is the most basic unit of AI. To further enhance your learning of AI, you can explore specific domains such as Natural Language Processing (NLP), Computer Vision (CV), etc. If you are fond of reading books, then you can get a hold of Introduction to Artificial Intelligence by Wolfgang Ertel, Introduction to Deep Learning by Sandro Skansi, and Artificial Intelligence for Dummies by John Paul Mueller and Luca Massaron.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>To learn more about Artificial Intelligence and start building your own AI models, check out the </span><a href="data-science/learn-artificial-intelligence-introduction" target="_blank" rel="noreferrer noopener" class="CertTheme__link"><span>Artificial Intelligence course</span></a><span> by SureCertificate. We also cover learning content for other trending jobs, including a </span><a href="data-science-courses" target="_blank" rel="noreferrer noopener" class="CertTheme__link"><span>Data Scientist course</span></a><span>.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">The various job roles that include AI-related roles are:</strong></b></p><ul class="CertTheme__ul"><li value="1" class="CertTheme__listItem"><span>Machine Learning Engineer</span></li><li value="2" class="CertTheme__listItem"><span>AI Developer</span></li><li value="3" class="CertTheme__listItem"><span>AI Solutions Architect</span></li><li value="4" class="CertTheme__listItem"><span>NLP Engineer</span></li><li value="5" class="CertTheme__listItem"><span>Computer Vision Engineer</span></li><li value="6" class="CertTheme__listItem"><span>Deep Learning Researcher</span></li></ul><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">Top companies:</strong></b></p><ul class="CertTheme__ul"><li value="1" class="CertTheme__listItem"><span>MAANG</span></li><li value="2" class="CertTheme__listItem"><span>Microsoft</span></li><li value="3" class="CertTheme__listItem"><span>Cogno AI</span></li><li value="4" class="CertTheme__listItem"><span>Ubisoft</span></li><li value="5" class="CertTheme__listItem"><span>Nvidia and many more invest heavily in AI and require suitable candidates to fill these roles.</span></li></ul><h2 class="CertTheme__h2" dir="ltr"><b><strong class="CertTheme__textBold">What to Expect in an Artificial Intelligence Interview?</strong></b></h2><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Your next interview questions for an AI job interview might come from the already mentioned interview questions about artificial intelligence in this article. However, you can expect most of the discussions to evolve around neural networks and their types. The various network architectures and their learning algorithms. A brief discussion on your personal as well as industrial projects can be expected from your next artificial intelligence and machine learning interview questions.</span></p><h2 class="CertTheme__h2" dir="ltr"><b><strong class="CertTheme__textBold">Summary</strong></b></h2><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>This article covers the important artificial intelligence interview questions and answers for freshers, intermediate, and advance level professionals. It covers ML models and AI models, including perceptron networks, backpropagation networks, auto-encoders, recurrent and convolution networks, etc. AI as a field might be challenging to study, for which we have curated one of the industry-leading courses on the subject.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>The most in-demand profession in the upcoming years is expected to be artificial intelligence. IDC predicts that by 2021, about 215 billion dollars will have been spent on products and services that use concepts from augmented reality and/or virtual reality, up from 11.4 billion dollars in 2017. The demand for such IT specialists will soar in the coming years, which is fantastic news for those interested in a career in AI. </span><a href="data-science/learn-artificial-intelligence-introduction" target="_blank" rel="noreferrer noopener" class="CertTheme__link"><span>This Artificial Intelligence course</span></a><span> covers the right from basic to advance knowledge in a phased manner. With the course, you can learn the basics of modern AI &amp; understand the core fundamentals of Artificial Intelligence. With over 50 hours of instructor-led training, and comprehensive hands-on python training, you can learn to build an AI application from scratch.</span></p></div></div></div></div></div></section></div><div><section class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0 z-[21] relative bg-white"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div><div class="max-w-133"><h2 class="text-sm uppercase font-semibold text-neutral-500">Recommended Courses</h2><div class="text-3xl leading-9.75 font-bold text-mono-black mt-spacing6">Learners Enrolled For</div></div><div class="relative"><div><div class="absolute flex gap-spacing16  right-0 -top-10 "><button class="border-2 rounded-full h-8 w-8 flex items-center justify-center border-solid border-neutral-700 pr-spacing2 disabled:border-neutral-200 transition duration-300 ease-in-out hover:bg-neutral-100 text-neutral-800 disabled:text-neutral-300 disabled:bg-transparent recommendedCourses-sliderprev-button undefined"><i class="icon-chevron-right text-2xl leading-6 rotate-180 pointer-events-none"></i></button><button class="border-2 rounded-full h-8 w-8 flex items-center justify-center border-solid pl-spacing2 border-neutral-700 disabled:border-neutral-200 text-neutral-800 disabled:text-neutral-300 transition duration-300 ease-in-out hover:bg-neutral-100 disabled:bg-transparent recommendedCourses-slidernext-button undefined"><i class="icon-chevron-right text-2xl leading-6 pointer-events-none"></i></button></div><div class="arrow-slider-wrapper pt-spacing40"><div class="swiper !-m-3 !p-3"><div class="swiper-wrapper"></div></div></div></div></div></div></div></section></div><div class="md:pt-spacing48 pt-spacing44"><div><section data-id="ow-cta1-1" id="ow-cta1-1" class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0 bg-home-cta !p-0"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div class="row g-4"><div class="col-12 md:flex-col"><div class="flex md:flex-row flex-col gap-spacing32 justify-center md:p-0 py-spacing24 px-spacing4 md:gap-spacing80"><img alt="CTA" loading="lazy" width="100" height="100" decoding="async"  class="self-end w-80 h-54" style="color:transparent" src="https://d2o2utebsixu4k.cloudfront.net/IllustrationCTA-5a461054ff2a4b0daa61b1369df49999.svg"><div class="flex justify-center md:w-140  items-center flex-col gap-spacing8"><div class="text-sm font-semibold uppercase text-secondary-700">Got more questions? 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