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<!DOCTYPE html> <html lang="en"> <head> <!-- ================================================== --> <meta charset="utf-8"> <title>Infosys centre for AI</title> <meta name="description" content="Infosys centre for AI. Designed by IIITD "> <meta name="author" content="www.iiitd.ac.in"> <!-- Mobile Specific Metas ================================================== --> <meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1"> <!-- CSS ================================================== --> <link rel="stylesheet" href="css/iiitdstyle.css"> <link rel="stylesheet" href="css/style.css"> <link rel="stylesheet" href="css/responsive.css"> <!--[if lt IE 8]> <div style=' clear: both; text-align:center; position: relative;'> <a href="http://windows.microsoft.com/en-US/internet-explorer/products/ie/home?ocid=ie6_countdown_bannercode"> <img src="http://storage.ie6countdown.com/assets/100/images/banners/warning_bar_0000_us.jpg" border="0" height="42" width="820" alt="You are using an outdated browser. For a faster, safer browsing experience, upgrade for free today." /> </a> </div> <![endif]--> <!--[if lt IE 9]> <script src="js/html5.js"></script> <script src="js/css3-mediaqueries.js"></script> <![endif]--> <link href='./images/favicon.ico' rel='icon' type='image/x-icon'/> </head> <body> <div class="wrap-body zerogrid"> <!--------------Header---------------> <header> <div class="wrap-header"> <!--<div class="top"> <div class="socials"> <ul> <li><a href="https://www.facebook.com/IIITDelhi" title="facebook"><img src="images/socials/facebook-32x32.png"/></a></li> <li><a href="#" title="google"><img src="images/socials/google-32x32.png"/></a></li> <li><a href="https://twitter.com/IIITDelhi" title="twitter"><img src="images/socials/twitter-32x32.png"/></a></li> <li><a href="#" title="rss"><img src="images/socials/rss-32x32.png"/></a></li> <li><a href="https://www.youtube.com/channel/UCv9zWe131Lcr5zsACAAapEA" title="youtube"><img src="images/socials/youtube-32x32.png"/></a></li> </ul> </div> <div id="search"> <div class="button-search"></div> <input type="text" value="Search..." onFocus="if (this.value == 'Search...') {this.value = '';}" onBlur="if (this.value == '') {this.value = 'Search...';}"> </div> </div> --> <img src="images/infycai2.png" /> <!--<div id="logo"> <img src="images/infycai2.png" /> <a href="http://www.iiitd.ac.in"><h1>Infosys centre for AI</h1></a> <p>The formal inauguration of the Infosys centre for AI | 4th April 2016 </p> </div> --> <nav> <div class="wrap-nav"> <div class="menu"> <ul> <li><a href="index.php">Home</a></li> <li><a href="research.php">Research</a></li> <li><a href="publication.php">Publications</a></li> <li style="background-color:#6ED8D3;"><a href="education.php">Education</a> <!--<ul><li>B.TECH (CSAI)</li><li>M.TECH (CSAI)</li></ul> --></li> <li><a href="people.php">People</a></li> <li><a href="event.php">Events</a></li> <!--<li><a href="alumni.php">CAI Alumni</a></li> --> </ul> </div> </div> </nav> </div> </header> <!--------------Content---------------> <section id="content"> <div class="wrap-content"> <div class="row block"> <div id="main-content" class="col-p-3"> <div class="wrap-col"> <article> <div class="heading"> <h2>Certification Course in AI and Machine Learning</h2> </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> </article> </div> </div> <!--<div id="sidebar" class="col-1-3"> <div class="wrap-col"> <div class="box"> <div class="heading"><h2>About us</h2></div> <div class="content"> <a href="http://www.iiitd.ac.in" target="_blank"><img src="images/zerotheme.jpg" style="border: 0px;"/></a> <p>Indraprastha Institute of Information Technology, Delhi (aka. IIIT-Delhi or IIIT-D) was created as a State University by an act of Delhi Government (The IIIT Delhi Act, 2007) empowering it to do research and development and grant degrees.</p> </div> </div> <div class="box"> <div class="heading"><h2>Categories</h2></div> <div class="content"> <ul> <li><a href="http://www.iiitd.ac.in">Category1</a></li> <li><a href="http://www.iiitd.ac.in">Category2</a></li> <li><a href="http://www.iiitd.ac.in">Category3</a></li> <li><a href="http://www.iiitd.ac.in">Category4</a></li> <li><a href="http://www.iiitd.ac.in">Category5</a></li> <li><a href="http://www.iiitd.ac.in">Category6</a></li> </ul> </div> </div> <div class="box"> <div class="heading"><h2>Popular Post</h2></div> <div class="content"> <div class="post"> <img src="images/img4.jpg" width="50px"/> <h4><a href="#">Lorem ipsum dolor sit</a></h4> <p>November 11 ,2012</p> </div> <div class="post"> <img src="images/img5.jpg" width="50px"/> <h4><a href="#">Lorem ipsum dolor sit</a></h4> <p>November 11 ,2012</p> </div> <div class="post"> <img src="images/img1.jpg" width="50px"/> <h4><a href="#">Lorem ipsum dolor sit</a></h4> <p>November 11 ,2012</p> </div> </div> </div> </div> </div> --> </div> </div> </section> <!--------------Footer---------------> <footer> <div class="wrap-footer"> <div class="row"> <div class="col-1-3"> <div class="wrap-col"> <div class="box"> <div class="heading"><h2>Social Presence</h2></div> <div class="content gallery"> <br/> <a href="https://www.facebook.com/ICAI.IIITDelhi/" target="_blank"><img src="images/socials/facebookr-icons.jpg" style="float:left; width:120px; height:45px;"/></a> <a href="https://www.linkedin.com/edu/school?id=373028" target="_blank"><img src="images/socials/linkedin.jpg" style="float:left; width:120px; height:45px;"/></a> <a href="https://twitter.com/IIITDelhi" target="_blank"><img src="images/socials/twitter-icons.jpg" style="float:left; width:120px; height:45px;"/></a> <a href="https://www.youtube.com/channel/UCv9zWe131Lcr5zsACAAapEA" target="_blank"><img src="images/socials/YouTube-logo.jpg" style="float:left; width:120px; height:45px;"/></a> <!--<a href="#"><img src="images/img5.jpg" width="120"/></a> <a href="#"><img src="images/img1.jpg" width="120"/></a> --> </div> </div> </div> </div> <div class="col-1-3"> <div class="wrap-col"> <div class="box"> <div class="heading"><h2>About Us</h2></div> <div class="content"> <!--<a href="http://www.iiitd.ac.in" target="_blank"><img src="images/zerotheme.jpg" style="border: 0px;"/></a> --> <p>Infosys centre for Artificial Intelligence, Indraprastha institute of Information Technology, Delhi is supported by Infosys Foundation to do cutting edge research in Artificial Intelligence and related areas.</p> </div> </div> </div> </div> <div class="col-1-3"> <div class="wrap-col"> <div class="box"> <div class="heading"><h2><a href="contactus.php">Contact Us</a></h2></div> <div class="content"> <p><a href="https://iiitd.ac.in/" target="_blank">IIIT-Delhi</a></p> <p>Okhla Industrial Estate,Phase III, (Near Govind Puri Metro Station)</p> <p>Website : <a href="http://www.iiitd.ac.in" target="_blank">www.iiitd.ac.in</a></p> <p>Phone : 011-26907400-7404</p> <p>Email : <a href="mailto:info@iiitd.ac.in">info@iiitd.ac.in</a></p> </div> </div> </div> </div> </div> </div> <div class="copyright"> <p>Copyright © 2016 - Designed & Maintained by IIIT-D Web Admin</p> </div> </footer> </div> </body></html>
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