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                                                                <p><b>Learning Objective:</b></p><p> Understand what makes Transformers unique, their architecture, and the various sub-layers.<br></p>                                                            </div>
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<li>Why Are Transformers Unique?<br></li><li>A Developer’s View of Transformers</li><li>The Transformer’s Architecture</li><li>The Input Sub Layer</li><li>Input Embedding Sub-Layer</li><li>Positional Encoding Function</li><li>Multi-Head Attention Sub-Layer</li><li>Add and Norm and Feed Forward Network</li><li>Encoding and Decoding Stacks</li><li>Summing It Up: Training BERT</li>
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                                                                <p><strong>Learning Objectives:</strong></p><p>Understand why we need millions of parameters and how OpenAI Codex is used to transform language into code.&nbsp;</p>                                                            </div>
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<li>Experiencing Billion-Parameter Transformers for NLP<br></li><li>Why Do We Need Billions of Parameters?</li><li>The Flexibility of Transformer Architectures</li><li>Language To Code Generation With OpenAI Codex</li><li>OpenAI Codex to HTML</li><li>Instruct Series</li><li>Content Filters To Build an Unbiased Ethical AI</li><li>Basic NLP Tasks</li><li>Semantic Role Labeling (SRL)</li><li>Optimizing Google Search</li>
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                                                                <p><strong>Learning Objective:</strong> </p><p>Learn how to perform image recognition using vision transformers, and the three steps involved. Get introduced to multimodal neurons.&nbsp;</p>                                                            </div>
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<li>Introduction to Multimodal Neurons<br></li><li>Encoding Sequences Using Multimodal Neurons</li><li>Vision Transformers: First Step of Image Recognition</li><li>Vision Transformers: Second and Third Step of Image Recognition</li><li>Code of Vision Transformers</li><li>CLIP Architecture</li><li>Code for CLIP</li><li>Introduction to DALL-E</li><li>Code of DALL-E</li><li>DALL-E From Text to Image</li>
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                                                                <p><b>Learning Objective:</b></p><p>Learn all about Economic AGI, including its various domains and the need for artificial general intelligence.&nbsp;<br></p>                                                            </div>
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<li>What Is Economic AGI?<br></li><li>Domains of Economic AGI</li><li>Need for Economic AGI</li><li>Introduction to Evaluating Zero-Shot Recommender Tasks</li><li>Using GPT-3 Foundation Model as a Recommender</li><li>GPT-3 Zero-Shot Recommender Tasks</li><li>Introduction of OpenAI Embeddings</li><li>Embeddings: Dimensions and Usage</li><li>Steps for Generating Foundation Model-Level Embeddings</li><li>Code for Generating Foundation Model-Level Embeddings</li><li>Improving AI Logic by Fine-Tuning GPT-3</li><li>SCM Micro-Decisions</li>
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                                                                    <div class="test-content"><p>Gained comprehensive insights into Transformers with the help of expert-led video classes and practice exercises. Immersive learning experience ever!<br></p></div>
                                                                    <div class="media">
                                                                        <div class="image bg-1">
                                                                                                                                                            <span>H</span>
                                                                                                                                                    </div>
                                                                        <div class="align-self-center media-body">
                                                                            <span class="test-name">Harish Singh</span>
                                                                            <p class="test-desg">AI Research Assistant </p>
                                                                        </div>
                                                                    </div>
                                                                </div>
                                                            </div>
                                                        </div>
                                                                                                            <div class="swiper-slide">
                                                            <div class="test-overview editor-content">
                                                                <div class="test-overview-list">
                                                                    <div class="osl-icons quote-icon"></div>
                                                                    <div class="test-content"><p>The AI course from KH helped me to progress a lot in my career. I strongly recommend this course.<br></p></div>
                                                                    <div class="media">
                                                                        <div class="image bg-2">
                                                                                                                                                            <span>J</span>
                                                                                                                                                    </div>
                                                                        <div class="align-self-center media-body">
                                                                            <span class="test-name">Jeremy Saunders </span>
                                                                            <p class="test-desg">AI Expert </p>
                                                                        </div>
                                                                    </div>
                                                                </div>
                                                            </div>
                                                        </div>
                                                                                                    </div>
                                            <div class="swiper-pagination swiper-pagination-clickable swiper-pagination-bullets"></div>
                                            <div class="swiper-button-next test-next"></div>
                                            <div class="swiper-button-prev test-prev"></div>
                                        </div>
                                    </div>
                                </div>
                            </div>
                         </section>
                                                                                            <section class="comparision">
                        <div class="container">
                            <div class="row">
                                <div class="col-md-9 col-sm-70">
                                    <h3 class="section-heading">How Our Course Compares</h3>
                                    <div class="table-responsive">
                                        <table class="table custom-table">
                                            <thead>
                                                <tr>
                                                    <th class="first-column"></th>
                                                                                                                                                                        <th>YouTube Videos</th>
                                                                                                                    <th>Online Courses</th>
                                                                                                                    <th>SureCertificate</th>
                                                                                                                                                            </tr>
                                            </thead>
                                            <tbody>
                                                                                                    <tr>
                                                        <td class="first-column"> <p class="title">On-Demand Videos</p></td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-right-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-right-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-right-mark"></i>    
                                                            </td>
                                                                                                            </tr>
                                                                                                    <tr>
                                                        <td class="first-column"> <p class="title">Immersive Learning Experience</p></td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-wrong-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-wrong-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-right-mark"></i>    
                                                            </td>
                                                                                                            </tr>
                                                                                                    <tr>
                                                        <td class="first-column"> <p class="title">Hands-On with Cloud Labs</p></td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-wrong-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-wrong-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-right-mark"></i>    
                                                            </td>
                                                                                                            </tr>
                                                                                                    <tr>
                                                        <td class="first-column"> <p class="title">Structured Curriculum</p></td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-wrong-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
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                                                            </td>
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                                                                 <i class="osl-icons icon-right-mark"></i>    
                                                            </td>
                                                                                                            </tr>
                                                                                                    <tr>
                                                        <td class="first-column"> <p class="title">Course Curated by Industry Experts</p></td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-wrong-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-right-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-right-mark"></i>    
                                                            </td>
                                                                                                            </tr>
                                                                                                    <tr>
                                                        <td class="first-column"> <p class="title">Auto-Graded Assessments</p></td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-wrong-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-wrong-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-right-mark"></i>    
                                                            </td>
                                                                                                            </tr>
                                                                                                    <tr>
                                                        <td class="first-column"> <p class="title">Lifetime Access to Courseware</p></td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-right-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-wrong-mark"></i>    
                                                            </td>
                                                                                                                    <td align="center" vertical-align="middle">
                                                                 <i class="osl-icons icon-right-mark"></i>    
                                                            </td>
                                                                                                            </tr>
                                                                                            </tbody>
                                        </table>
                                    </div>
                                </div>
                            </div>
                        </div>
                    </section>
                                                                    <section class="advisors" id="advisors">
                        <div class="container">
                            <div class="row">
                                <div class="col-md-9 col-sm-70">
                                    <div class="swiper-container advisors-slider d-md-block d-none">
                                        <h2 class="section-heading">Course Advisor</h2>
                                        <div class="swiper-wrapper">
                                                                                            <div class="swiper-slide">
                                                    <div class="test-overview editor-content">
                                                        <div class="test-overview-list">
                                                            <div class="media">
                                                                <div class="image bg-1 ">
                                                                                                                                            <img src="https://d2o2utebsixu4k.cloudfront.net/users/profile_images/56aece16-fcb3-4237-bcdb-3e1b63ad2d89.jpg" alt="Denis Rothman">
                                                                                                                                    </div>
                                                                <div class="align-self-center media-body">
                                                                    <span class="advisor-name">Denis Rothman</span>
                                                                    <p class="advisor-desg">
                                                                        AI Thought Leader                                                                                                                                                    <a href="https://www.linkedin.com/in/denis-rothman-0b034043/" target="_blank">
                                                                                <span class="linkedin-social-icon osl-icons"></span>
                                                                            </a> 
                                                                                                                                            </p>
                                                                </div>
                                                            </div>
                                                                                                                        <div class="advisor-description editor-content"><p>Denis is an AI expert, inventor, designer and full-stack developer of three cutting-edge AI solutions and brings on board insights from over 45+ years in technology. His AI programs have been reducing carbon emissions over decades.</p> </div>
                                                        </div>
                                                    </div>
                                                </div>
                                                                                    </div>
                                        <div class="swiper-pagination swiper-pagination-clickable swiper-pagination-bullets"></div>
                                        <div class="swiper-button-next advisors-next"></div>
                                        <div class="swiper-button-prev advisors-prev"></div>
                                    </div>
                                    <div class="testimonials swiper-container advisors-slider d-block d-md-none" id="mob">
                                        <h2 class="section-heading">Course Advisor</h2>
                                        <div class="swiper-wrapper">
                                                                                        <div class="swiper-slide">
                                                <div class="test-overview editor-content">
                                                    <div class="test-overview-list">
                                                        <div class="osl-icons quote-icon"></div>
                                                        <div class="test-content editor-content"><p>Denis is an AI expert, inventor, designer and full-stack developer of three cutting-edge AI solutions and brings on board insights from over 45+ years in technology. His AI programs have been reducing carbon emissions over decades.</p></div>
                                                            <div class="media">
                                                                <div class="image bg-1 ">
                                                                                                                                            <img src="https://d2o2utebsixu4k.cloudfront.net/users/profile_images/56aece16-fcb3-4237-bcdb-3e1b63ad2d89.jpg" alt="Denis Rothman">
                                                                                                                                    </div>
                                                            <div class="align-self-center media-body">
                                                                <span class="test-name">Denis Rothman</span>
                                                                <p class="test-desg">
                                                                     <span class="designation-text">AI Thought Leader</span>
                                                                                                                                            <a href="https://www.linkedin.com/in/denis-rothman-0b034043/" target="_blank">
                                                                            <span class="linkedin-social-icon osl-icons"></span>
                                                                        </a> 
                                                                                                                                    </p>
                                                    
                                                            </div>
                                                        </div>
                                                    </div>
                                                </div>
                                            </div>
                                                                                    </div>
                                        <div class="swiper-pagination swiper-pagination-clickable swiper-pagination-bullets"></div>
                                        <div class="swiper-button-next advisors-next test-prev"></div>
                                        <div class="swiper-button-prev advisors-prev test-next"></div>
                                    </div>
                                </div>
                            </div>
                        </div>
                    </section>
                 
                                <section class="courses  osl-courses hide">
                    <div class="container">
                        <div class="row">
                            <div class="col-md-9 col-sm-70">
                                <div class="courses-mob">
                                    <div class="swiper-container courses-slider">
                                        <h2 class="section-heading">Students Also Bought</h2>
                                        <div class="swiper-wrapper osl-courses-content"></div>
                                        <div class="swiper-pagination swiper-pagination-clickable swiper-pagination-bullets"></div>
                                        <div class="swiper-button-next courses-next"></div>
                                        <div class="swiper-button-prev courses-prev"></div>
                                    </div>
                                </div>
                            </div>
                        </div>
                    </div>
                </section>
                                                                         <section class="faq" id="faq-1">
                        <div class="container">
                            <div class="row">
                                <div class="col-md-9 col-sm-70">
                                    <h2 class="section-heading">Frequently Asked Questions</h2>
                                    <div class="faq-content">
                                                                                                                                <div class="cert-and-exam-section" id="-1">
                                                                                                                                                    <div class="course-cert-faq-content accordion-cards custom-cards" id="faq-accordion-1">
                                                                                                                                                                                                                                                                                                    <div class="card">
                                                                <div class="card-header">
                                                                    <a class="card-link collapsed" data-toggle="collapse" href="#faq-heading-1-1">1. Will there be any other learning material other than self-paced videos?</a>
                                                                </div>
                                                                <div id="faq-heading-1-1" class="collapse " data-parent="#faq-accordion-1">
                                                                    <div class="card-body editor-content">
                                                                        <p>Yes, you will experience SureCertificate's immersive learning in an on-demand format. This will include e-learning material to help you:</p>
<ul>
<li><b>LEARN</b> with recall quizzes, interactive ebooks, and case studies</li>
<li><b>ASSESS </b>your skills progression with diagnostic, module-level, and final assessments</li>
<li><b>PRACTICE </b>with real-world simulations and Cloud Labs</li>
<li><b>GAIN INSIGHTS</b> with real-time reports and analytics on how you're progressing, your learning challenges, and suggestions of sections to revisit to build competency in the required areas.</li>
</ul>                                                                    </div>
                                                                </div>
                                                            </div>
                                                                                                                                                                                                                                            <div class="card">
                                                                <div class="card-header">
                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-2">2. Can I pursue this course along with my full-time job?</a>
                                                                </div>
                                                                <div id="faq-heading-1-2" class="collapse " data-parent="#faq-accordion-1">
                                                                    <div class="card-body editor-content">
                                                                        <p>Yes, our online course is designed to give you flexibility to skill up as per your convenience. The course is delivered in a Self-Paced mode so that you can balance your work and learning as per your schedule.<br></p>                                                                    </div>
                                                                </div>
                                                            </div>
                                                                                                                                                                                                                                            <div class="card">
                                                                <div class="card-header">
                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-3">3. Will I earn a certificate on completion of this course?</a>
                                                                </div>
                                                                <div id="faq-heading-1-3" class="collapse " data-parent="#faq-accordion-1">
                                                                    <div class="card-body editor-content">
                                                                        <p>Yes! Upon passing this online course, you will receive a signed certificate of completion from SureCertificate. Thousands of SureCertificate alumni use their course certificate to demonstrate skills to employers and their networks.</p><p>SureCertificate’s online courses is well-regarded by industry experts, who contribute to our curriculum and use our tech programs to train their own teams.</p><div><br></div>                                                                    </div>
                                                                </div>
                                                            </div>
                                                                                                                                                                                                                                            <div class="card">
                                                                <div class="card-header">
                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-4">4. Can I cancel my enrolment? Do I get a refund?</a>
                                                                </div>
                                                                <div id="faq-heading-1-4" class="collapse " data-parent="#faq-accordion-1">
                                                                    <div class="card-body editor-content">
                                                                        <p>You can cancel your enrolment and receive refunds in line with our Cancellations and Refunds policy found at <a href="refund-policy" target="_blank">refund-policy</a>.&nbsp;</p>                                                                    </div>
                                                                </div>
                                                            </div>
                                                                                                                                                                                                                                            <div class="card">
                                                                <div class="card-header">
                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-5">5. What are the software and system requirements?</a>
                                                                </div>
                                                                <div id="faq-heading-1-5" class="collapse " data-parent="#faq-accordion-1">
                                                                    <div class="card-body editor-content">
                                                                        <p>Please make sure that your computer meets the following software and system requirements:&nbsp;</p>
<ul>
<li><strong>Software Requirements</strong>: Internet browser</li>
<li><strong>System Requirements</strong>:&nbsp;Windows or equivalent environment with Internet browser and high-speed Internet connectivity.</li>
</ul>                                                                    </div>
                                                                </div>
                                                            </div>
                                                                                                                                                                                                                                            <div class="card">
                                                                <div class="card-header">
                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-6">6. Does this course have a Money-Back Guarantee?</a>
                                                                </div>
                                                                <div id="faq-heading-1-6" class="collapse " data-parent="#faq-accordion-1">
                                                                    <div class="card-body editor-content">
                                                                        <p>Yes, it does! In the unlikely event that you are not satisfied with the course, and you wish to withdraw within the first seven days, we’ll issue a 100% refund. Refer to our <a href="refund-policy" target="_blank" rel="nofollow">Online Self-Paced Courses Refund Policy</a> for more details.<br></p>                                                                    </div>
                                                                </div>
                                                            </div>
                                                                                                            </div>
                                                                                            </div>
                                                                            </div>
                                </div>
                            </div>
                        </div>
                    </section>
                                    </div>

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