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                                                                <ul><li>What Computers Do For You</li><li>Logic and Decisions</li><li>Repeating Actions</li><li>Working with Data</li><li>Putting Together Larger Programs</li></ul>                                                            </div>
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                                                                                                                        <span class="curi-num"> 2. </span>
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                                                                <ul><li>Working with Dictionaries in Python</li><li>Processing and Analyzing Data in Python</li><li>Plotting and Data Visualization</li><li>Type Abstraction</li><li>Brief Introduction to Machine Learning</li></ul>                                                            </div>
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                                                                <ul><li>Introduction to Data Analytics and Machine Learning</li><li>Categorical and Time Series Data</li><li>Descriptive Statistics</li><li>Spatial Data and Mapping</li><li>Machine Learning Fundamentals</li><li>Reproducibility and Data Management</li><li>Effective Data Visualization</li></ul>                                                            </div>
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                                                                <ul><li>Linear Regression &amp; the Statistical Sommelier</li><li>Logistic Regression &amp; The Framingham Heart Study</li><li>Tree-Based Methods &amp; The Supreme Court</li><li>Classification Performance Metrics &amp; Healthcare Quality</li><li>Foundations of Clustering</li><li>Interpretable Clustering</li></ul>                                                            </div>
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                                                                                                                        <span class="curi-num"> 5. </span>
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                                                                <ul><li>Neural Networks for Structured Data</li><li>Neural Networks for Unstructured Data</li></ul>                                                            </div>
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                                                            <a class="card-link collapsed" data-toggle="collapse" href="#collapse6">Module 6: Hands-On Deep Learning</a>
                                                                                                                        <span class="curi-num"> 6. </span>
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                                                                <ul><li>Introduction to Neural Networks</li><li>Introduction to Deep Learning</li><li>Training Deep Neural Networks, Part 1</li><li>Training Deep Neural Networks, Part 2</li></ul>                                                            </div>
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                                                                                                                        <span class="curi-num"> 7. </span>
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                                                                <ul><li>Introduction to Deep Learning</li><li>Computer Vision and Transfer Learning</li></ul>                                                            </div>
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                                                            <a class="card-link collapsed" data-toggle="collapse" href="#collapse8">Module 8: Data-Driven Prescriptive AI</a>
                                                                                                                        <span class="curi-num"> 8. </span>
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                                                                <ul><li>From Predictions to Prescriptions</li><li>Policy Trees</li><li>Policy Trees for Predictive ML</li><li>Prescriptive Neural Networks</li></ul>                                                            </div>
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                                                            <a class="card-link collapsed" data-toggle="collapse" href="#collapse9">Module 9: Model-Driven Prescriptive AI, Part 1</a>
                                                                                                                        <span class="curi-num"> 9. </span>
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                                                                <ul><li>Introduction to Optimization</li><li>Linear Optimization</li><li>Network Flows</li><li>The Analytics of Zero Hunger</li></ul>                                                            </div>
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                                                            <a class="card-link collapsed" data-toggle="collapse" href="#collapse10">Module 10: Model-Driven Prescriptive AI, Part 2</a>
                                                                                                                        <span class="curi-num"> 10. </span>
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                                                            <div class="topic-summary editor-content">
                                                                <ul><li>Mixed Integer Optimization</li><li>Multi-Objective Optimization</li><li>Nonlinear Optimization</li><li>Stochastic Gradient Descent</li></ul><div><br></div>                                                            </div>
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                                                                    <a class="card-link collapsed" data-toggle="collapse" href="#faq-heading-1-1">1. Does this course have a Money-Back guarantee?</a>
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                                                                        <p>No, it doesn't. This course is non-refundable.&nbsp;</p>                                                                    </div>
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                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-2">2. Are there hands-on exercises?</a>
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                                                                        <p>Hands-on exercises, led by MIT teaching assistants, accompany each module. Building on the theories and concepts introduced in the lectures, the TA’s ask learners to apply them to real-world examples using provided codes to complete the assignments.</p>                                                                    </div>
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                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-3">3. Can I pursue this course along with my full-time job?</a>
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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.</p>                                                                    </div>
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                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-4">4. Will I earn a certificate on completion of this online course?</a>
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                                                                        <p>Yes, learners earn and stack certificates as they progress through the curriculum. Learners earn a Universal AI Module Certificate after successfully completing a module. These can be stacked towards a Universal AI Foundations Series Certificate (earned after completing all foundational modules) and a Universal AI Program Certificate (earned after completing all foundational modules plus at least one vertical module).</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>Software Requirements: Internet browser</li><li>System Requirements: Windows or equivalent environment with Internet browser and high-speed Internet connectivity.</li></ul>                                                                    </div>
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                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-6">6. Who is the provider of this program?</a>
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                                                                <div id="faq-heading-1-6" class="collapse " data-parent="#faq-accordion-1">
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                                                                        <p>This program is provided by MIT Open Learning.</p>                                                                    </div>
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                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-7">7. How is my final score calculated?</a>
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                                                                <div id="faq-heading-1-7" class="collapse " data-parent="#faq-accordion-1">
                                                                    <div class="card-body editor-content">
                                                                        <p>Your final score is calculated as a percentage and shared as Pass or Fail. A score of 60% or above is a pass. It is based on</p><p>Assignments — 80%</p><p>Knowledge Checks — 20%</p>                                                                    </div>
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                                                                    <a class="card-link  collapsed" data-toggle="collapse" href="#faq-heading-1-8">8. How many attempts do I get for each question?</a>
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                                                                <div id="faq-heading-1-8" class="collapse " data-parent="#faq-accordion-1">
                                                                    <div class="card-body editor-content">
                                                                        <p>Each question has a limited number of attempts. Knowledge Checks typically allow 3 attempts. Assignments vary depending on the question type. You can track your remaining attempts directly near the "Submit" button.</p>                                                                    </div>
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