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<?php include __DIR__ . '/../header.php'; ?>

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const script = document.createElement("script");
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const dom = document.createElement("div");
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                    <h1>Master Deployment of Machine Learning Models in Production</h1>
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                                                                <p><b>Learning Objectives</b></p><p>Get introduced to the major elements of Model Deployment and form a strong conceptual base.&nbsp; &nbsp;<br></p>                                                            </div>
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                                                                                                                                        <ul><li>What is Model Deployment?&nbsp;</li><li>Types of Model Deployment&nbsp;</li><li>How to Choose the Model Deployment Type?&nbsp;</li></ul>                                                                </div>
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                                                                <p><b>Learning Objectives</b></p><p>Gain an overview of the AWS SageMaker Studio and learn to open Jupyter on SageMaker Studio.&nbsp;&nbsp;</p>                                                            </div>
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                                                                                                                                        <ul><li>AWS SageMaker Equivalent on GCP and Azure&nbsp;</li><li>Sign into Your AWS Account&nbsp;</li><li>Setting up AWS SageMaker Studio&nbsp;</li><li>Opening Jupyter on SageMaker Studio&nbsp;</li></ul><p>&nbsp;</p>                                                                </div>
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                                                                                                                        <span class="curi-num"> 3. </span>
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                                                                <p><b>Learning Objectives</b></p><p>Gain a complete understanding of different Machine Learning models and train them.&nbsp;<br></p>                                                            </div>
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                                                                                                                                        <ul><li>Cloning the Lesson Repository&nbsp;</li><li>Downloading Data-Part 1&nbsp;</li><li>Downloading Data-Part 2&nbsp;</li><li>Exploratory Data Analysis and Feature Engineering&nbsp;</li><li>Base Model Training Code&nbsp;</li><li>Test Model Locally&nbsp;</li><li>SageMaker Training Job- Part 1&nbsp;</li><li>SageMaker Training Job- Part 2&nbsp;</li><li>Hyperparameter Tuning&nbsp;</li><li>Analyze Results&nbsp;</li></ul>                                                                </div>
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                                                                <p><b>Learning Objectives</b></p><p>Gain a thorough understanding of Multi-model Endpoint and deploy Multi-model Endpoint.&nbsp;&nbsp;<br></p>                                                            </div>
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                                                                                                                                        <ul><li>Architecture of SageMaker Real-time Inference&nbsp;</li><li>Create the Inference Script&nbsp;</li><li>Real-time Endpoint Deployment&nbsp;</li><li>Invoke the Model&nbsp;</li><li>Cleanup&nbsp;</li><li>Introduction to Multi-model Endpoint&nbsp;</li><li>Deploying Multi-model Endpoint&nbsp;</li><li>Invoke the Multi-model Endpoint&nbsp;</li><li>Introduction to Serverless&nbsp;</li><li>Deploying as a Serverless Inference&nbsp;</li></ul>                                                                </div>
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                                                                <p><b>Learning Objectives</b></p><p>Understand the SageMaker Batch Transform architecture and learn to analyze results.&nbsp;&nbsp;<br></p>                                                            </div>
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                                                                                                                                        <ul><li>Architecture of SageMaker Batch Transform&nbsp;&nbsp;</li><li>Create the Inference Script for Batch Transform&nbsp;</li><li>Trigger a Batch Transform Job&nbsp;</li><li>Analyze Results&nbsp;</li></ul>                                                                </div>
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                                                                                                                        <span class="curi-num"> 6. </span>
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                                                                <p><b>Learning Objectives</b></p><p>Form a solid understanding of Machine Learning operations and work on Project Template Code.&nbsp;&nbsp;</p>                                                            </div>
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                                                                                                                                        <ul><li>MLOps: Machine Learning Operations&nbsp;</li><li>Implement MLOps on AWS Cloud Using SageMaker&nbsp;</li><li>Create an MLOps Project with a SageMaker Template&nbsp;</li><li>SageMaker Project Template Code-Part 1&nbsp;</li><li>SageMaker Project Template Code-Part 2&nbsp;</li><li>SageMaker Project Template Code-Part 3&nbsp;</li><li>SageMaker Project Template Code-Part 4&nbsp;</li><li>SageMaker Project Template Code-Part 5&nbsp;</li><li>SageMaker Project Template Code-Part 6&nbsp;</li><li>Debug Application Errors with Jupyter Notebook&nbsp;</li><li>Push Code Changes to Trigger CI/CD&nbsp;</li><li>Test the Endpoint&nbsp;</li><li>Cleanup&nbsp;</li></ul>                                                                </div>
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                                                        <div class="test-content editor-content"><p>Marie Stephen Leo is a Director of Data Science who comes with more than 12 years of experience and is proficient in Data Engineering, Neural Search, GCP, AWS, Data Science, and MLOps.</p></div>
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                                                                        <p>SQL for data analytics course syllabus covers many SQL skills for data analytics including learning how to:&nbsp;</p><ul><li aria-level="1">Use MySQL Workbench&nbsp;</li><li aria-level="1">Run SQL queries&nbsp;</li><li aria-level="1">Run SQL commands&nbsp;</li><li aria-level="1">Filter data in SQL&nbsp;</li><li aria-level="1">Combine data from multiple tables&nbsp;</li><li aria-level="1">Analyze big data sets</li></ul>                                                                    </div>
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                                                                        <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>
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                                                                        <p>Yes! Upon passing this 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 courses are well-regarded by industry experts, who contribute to our curriculum and use our tech programs to train their own teams.</p>                                                                    </div>
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                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-5">5. What are the software and system requirements?</a>
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                                                                        <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;<span class="ui-provider gr b c d e f g h i j k l m n o p q r s t u v w x y z ab ac ae af ag ah ai aj ak" dir="ltr">Windows or equivalent environment with Internet browser and high-speed Internet connectivity.</span></li></ul>                                                                    </div>
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                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-6">6. Does this course have a Money-Back Guarantee?</a>
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                                                                        <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&nbsp;<a href="refund-policy" target="_blank" rel="nofollow" style="background-color: rgb(255, 255, 255);">Online Self-Paced Courses Refund Policy</a>&nbsp;for more details.<br></p>                                                                    </div>
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