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<!DOCTYPE html> <html lang="en"> <head> <meta charset="utf-8"> <title>Infosys centre for AI</title> <meta content="width=device-width, initial-scale=1.0" name="viewport"> <meta content="" name="keywords"> <meta content="" name="description"> <!-- Favicon --> <link href="img/favicon.ico" rel="icon"> <!-- Google Web Fonts --> <link rel="preconnect" href="https://fonts.googleapis.com"> <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin> <link href="https://fonts.googleapis.com/css2?family=Heebo:wght@400;500;600&family=Nunito:wght@600;700;800&display=swap" rel="stylesheet"> <!-- Icon Font Stylesheet --> <link href="https://pro.fontawesome.com/releases/v5.10.0/css/all.css" rel="stylesheet"> <link href="https://cdn.jsdelivr.net/npm/bootstrap-icons@1.4.1/font/bootstrap-icons.css" rel="stylesheet"> <!-- Libraries Stylesheet --> <link href="lib/animate/animate.min.css" rel="stylesheet"> <link href="lib/owlcarousel/assets/owl.carousel.min.css" rel="stylesheet"> <!-- Customized Bootstrap Stylesheet --> <link href="css/bootstrap.min.css" rel="stylesheet"> <!-- Template Stylesheet --> <link href="css/style.css" rel="stylesheet"> </head> <body> <!-- Navbar Start --> <nav class="navbar navbar-expand-lg bg-white shadow navbar-light sticky-top p-0"> <a href="index.php" class="navbar-brand d-flex align-items-center px-4 px-lg-5"> <h2 class="m-0 text-primary"><img src="img/logo.png" style="width: 70%;"></h2> </a> <button type="button" class="navbar-toggler me-4" data-bs-toggle="collapse" data-bs-target="#navbarCollapse"> <span class="navbar-toggler-icon"></span> </button> <div class="collapse navbar-collapse" id="navbarCollapse"> <div class="navbar-nav ms-auto p-4 p-lg-0"> <a href="index.php" class="nav-item nav-link ">Home</a> <div class="nav-item dropdown"> <a href="research.php" class="nav-link dropdown-toggle " data-bs-toggle="dropdown">Research</a> <div class="dropdown-menu fade-down m-0"> <a href="publications.php" class="dropdown-item ">Publications</a> <a href="project.php" class="dropdown-item">Projects</a> <a href="collaboration.php" class="dropdown-item">Collaborations</a> </div> </div> <div class="nav-item dropdown"> <a href="!#" class="nav-link dropdown-toggle active" data-bs-toggle="dropdown">Education</a> <div class="dropdown-menu fade-down m-0"> <a href="education.php" class="dropdown-item ">Courses</a> <a href="codeAI.php" class="dropdown-item">Code AI</a> </div> </div> <div class="nav-item dropdown"> <a href="!#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown">People</a> <div class="dropdown-menu fade-down m-0"> <a href="people.php" class="dropdown-item ">Faculty</a> <a href="staff.php" class="dropdown-item">Staff</a> <!--<a href="students.php" class="dropdown-item">Students</a>--> </div> </div> <a href="vacancies.php" class="nav-item nav-link ">Jobs</a> <div class="nav-item dropdown"> <a class="nav-link dropdown-toggle" data-bs-toggle="dropdown">Activities</a> <div class="dropdown-menu fade-down m-0"> <a href="talks.php" class="dropdown-item">Talks</a> <a href="events.php" class="dropdown-item ">Events</a> <a href="mediacoverage.php" class="dropdown-item">Media Coverage</a> </div> </div> <a href="contact.php" class="nav-item nav-link">Contact</a> </div> </div> </nav> <!-- Navbar End --> <!-- Header Start --> <div class="container-fluid bg-primary py-5 mb-5 page-header"> <div class="container py-5"> <div class="row justify-content-center"> <div class="col-lg-10 text-center"> <h1 class="display-3 text-white animated slideInDown">Courses</h1> </div> </div> </div> </div> <!-- Header End --> <!-- About Start --> <section class="main-content mb-5 mt-4"> <div class="container"> <div class="row"> <div class="col-sm-12 col-md-12 col-lg-12"> <div class="hotel-card rounded-lg mb-2 overflow-hidden d-block d-lg-flex box"> <!--<div class="hotel-card_images"> <img src="img/about.jpg" class="d-block w-100" alt="Collaboration"> </div> --> <div class="hotel-card_info p-4"> <div class="d-flex align-items-center mb-2"> <h2 class="mb-0 mr-2">Certification Course in AI and Machine Learning</h2> </div> <div class="d-flex justify-content-between align-items-end"> <div class="hotel-card_details"> <!--<div class="text-muted mb-2"><strong>Funding Agency:</strong> MoU with USC</div> <div class="mb-2"><i class="fa fa-calendar"></i> <strong>Start Date:</strong> 02/02/2022 <i class="fa fa-calendar"></i> <strong>End Date:</strong> 02/02/2025 </div> <div class="text-muted mb-2"><strong>PI: PI Name</div> --> <div class="content"> <p> <ul> <li>Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction. Particular applications of AI include expert systems, speech recognition and machine vision.</li> <li> </li> </ul> </p> </div> <div class="heading"> <h2>Objectives</h2> </div> <div class="content"> <p> <ul> <li>Certification course in AI & Machine Learning provides a broad introduction to artificial intelligence and machine learning, including data analysis and data visualization. The course will go into depth about supervised learning, unsupervised learning, reinforcement learning, and deep learning. Participants will have the opportunity to explore numerous AI and/or ML applications, which will enable them to apply learning algorithms for solving trending real-world problems such as autonomous driving, social media analytics, affect recognition, computer vision, medical informatics, and building interactive robots.</li> <li> </li> </ul> </p> </div> <div class="heading"> <h2>Course Modules</h2> </div> <div class="content"> <ol> <li>1. Foundations (20 Hours)<ul> <li style="padding-left:30px;">» Python </li> <li style="padding-left:30px;">» Data Visualization and Analysis</li> <li style="padding-left:30px;">» Statistics and Probability </li> <li style="padding-left:30px;">» Linear Algebra </li> </ul></li> <li>2. Fundamental Learning (52.5 Hours)<ul> <li style="padding-left:30px;">» Introduction to AI: Logic and Search </li> <li style="padding-left:30px;">» Overview of ML: Training/Testing, Pipeline, Evaluation Metrics etc </li> <li style="padding-left:30px;">» Practical Aspects of ML: Bias/Variance, Overfitting; Jackknifing/, Cross-Validation Occam's razor; Regularization and Model Selection </li> <li style="padding-left:30px;">» Supervised ML: Bayes Classification, Regression, Least Square and GD Optimization, Decision trees, Ensembles, RDF, SVM and kernels </li> <li style="padding-left:30px;">» Supervised ML: Perceptron, MLP, GD using Backpropagation, RBF, HMM </li> <li style="padding-left:30px;">» Unsupervised ML: Clustering, Dimensionality Reduction (PCA/LDA, SVD) 1. 2. </li> </ul></li> <li>3. Advance Learning (22.5 Hours)<ul> <li style="padding-left:30px;">» Reinforcement Learning: Q-Learning, SARSA, DQN, DDPG 4.5 3 4.5 3 </li> <li style="padding-left:30px;">» Deep Learning: CNN, Auto Encoder, RBM, RNN, GAN </li></ul></li> <li>4. Advance Learning Applications (33 Hours)<ul> <li style="padding-left:30px;">» Computer Vision Natural Language Processing Robotics and Autonomous Vehicles Explainable AI and Ethics </li></ul></li> <li>5. Advance Learning Capstone <ul> <li style="padding-left:30px;">» ML + Application Domains </li></ul></li> </ol> <p><strong>Total No of Hours - 128 (Include lab hours)</strong></p> </div> <div class="heading"> <h2>Pedagogy</h2> </div> <div class="content"> <ul> <li>Case Study and capstone project under the guidance of a mentor.</li> <li>Online Live Classes supplemented by Assignments/Quiz etc </li> <li>Virtual labs by TAs (hand-selected PhD students)</li> </ul> </div> <div class="heading"> <h2>Assesments</h2> </div> <div class="content"> <ul> <li>Assignment based evaluations - every fortnight.</li> <li>Quizzes every month. </li> <li>One end-sem examination. </li> <li>Capstone project evaluation at the end of the semester. </li> <li>A minimum of 70% attendance to the LIVE lectures is a prerequisite for the successful completion of this program. There may be periodic evaluations built in throughout the duration of the course. These may be in the form of a quiz, assignment or other objective/subjective assessments as relevant and applicable to the program and are designed to ensure continuous student engagement with the course and encourage learning. While the results/feedback on such assignments will be provided, no consolidated mark or grade sheets shall be distributed to the Participants at the end of the course.</li> </ul> </div> <p><strong>For further details: <a href="https://course.educationlanes.com/certificate-program-in-ai-machine-learning-iiit-delhi" target="_blank">Click here</a></strong></p> </div> </div> </div> </div> </div> </div> </div> </section> <!-- About End --> <!-- Footer Start --> <div class="container-fluid bg-dark text-light footer pt-5"> <div class="container"> <div class="copyright"> <div class="row"> <div class="col-md-6 text-center text-md-start mb-3 mb-md-0"> <a href="https://cai.iiitd.ac.in">Infosys centre for AI</a>, Copyright © 2022 - Designed & Maintained by IIIT-Delhi Web Admin. </div> <div class="col-md-3 d-flex pt-0"> <a class="btn btn-outline-light btn-social" href="https://twitter.com/iiitdcai"><i class="fab fa-twitter"></i></a> <a class="btn btn-outline-light btn-social" href="https://www.facebook.com/IIITDelhi"><i class="fab fa-facebook-f"></i></a> <a class="btn btn-outline-light btn-social" href="https://www.youtube.com/channel/UCKnRN-9ht_uca8nIdhyTAtQ/videos"><i class="fab fa-youtube"></i></a> <a class="btn btn-outline-light btn-social" href="https://in.linkedin.com/school/iiit-delhi/"><i class="fab fa-linkedin-in"></i></a> <a class="btn btn-outline-light btn-social" href="https://www.instagram.com/iiit.delhi/"><i class="fab fa-instagram"></i></a> </div> <!--<div class="col-md-3 text-center text-md-end"> <div class="footer-menu"> <a href="index.php">Home</a> <a href="about.php">About Us</a> <a href="contact.php">Contact Us</a> </div> </div> --> </div> </div> </div> </div> <!-- Footer End --> <!-- Back to Top --> <a href="#" class="btn btn-lg btn-primary btn-lg-square back-to-top"><i class="bi bi-arrow-up"></i></a> <script src="https://code.jquery.com/jquery-3.5.1.slim.min.js"></script> <!-- JavaScript Libraries --> <script src="https://code.jquery.com/jquery-3.4.1.min.js"></script> <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0/dist/js/bootstrap.bundle.min.js"></script> <script src="lib/wow/wow.min.js"></script> <script src="lib/easing/easing.min.js"></script> <script src="lib/waypoints/waypoints.min.js"></script> <script src="lib/owlcarousel/owl.carousel.min.js"></script> <!-- Template Javascript --> <script src="js/main.js"></script> <script> $(function () { $('[data-toggle="tooltip"]').tooltip() }) </script> </body> </html>
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