{"id":8344,"date":"2024-05-30T13:26:03","date_gmt":"2024-05-30T07:56:03","guid":{"rendered":"https:\/\/www.ee.iitb.ac.in\/web\/?post_type=course_lists&#038;p=8344"},"modified":"2024-05-30T13:26:03","modified_gmt":"2024-05-30T07:56:03","slug":"ee-353-introduction-to-data-science-and-machine-learning","status":"publish","type":"course_lists","link":"https:\/\/www.ee.iitb.ac.in\/web\/course_lists\/ee-353-introduction-to-data-science-and-machine-learning\/","title":{"rendered":"EE 353 &#8211; Introduction to Data Science and Machine learning"},"content":{"rendered":"\r\n<p><strong>Contents of the course <\/strong><br \/>Revision of continuous random variables, multivariate distributions, marginalization, conditional distributions; Charts and data visualization, including bar charts, line charts, error bars, pie charts, scatter plots, bubble charts, box plots, chart information elements, coherence and aesthetics; Exploratory data analysis, including statistical descriptors, correlations, QQ plots; Hypothesis testing, t-test, chi-squared test, non-parametric tests; Linear and logistic regression, derivation of loss functions, gradient descent, L2 and L1 regularization, validation, cross-validation, domain shift; Support vector machines and kernel methods for classification and regression; Shallow neural networks, importance of hidden layer, computation graphs and Jacobians, backpropagation; Feature engineering, imputation, forward selection, backward elimination; Combining models, ensembles, cascades and trees, random forests, boosting; Clustering, k-means, fuzzy c-means, DBSCAN, hierarchical, clustering metrics; Dimension reduction, PCA, kernel PCA, t-SNE. Density estimation, maximum likelihood parameter estimate, kernel density estimation, EM-algorithm for GMM.<\/p>\r\n<p><br \/><strong>Texts and References<\/strong> <br \/>1. \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0MATHEMATICS FOR MACHINE LEARNING Paperback &#8211; 23 April 2020,<br \/>by Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong <br \/><br \/>2. \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0PATTERN RECOGNITION AND MACHINE LEARNING Paperback &#8211; 23<br \/>August 2016, by Christopher M. Bishop <br \/><br \/>3. \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Understanding Machine Learning: From Theory To Algorithms<br \/>Paperback &#8211; 1 January 2015, by Shai Shalev-Shwartz, Shai Ben-David <br \/><br \/>4. \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Essential Math for Data Science: Take Control of Your Data<br \/>with Fundamental Linear Algebra, Probability, and Statistics Paperback &#8211;<br \/>Import, 10 June 2022, by Thomas Nield <br \/><br \/>5. \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Machine Learning with PyTorch and Scikit-Learn Paperback &#8211;<br \/>Import, 25 February 2022, by Sebastian Raschka<\/p>\r\n","protected":false},"featured_media":0,"parent":0,"template":"","meta":{"site-sidebar-layout":"default","site-content-layout":"default","ast-global-header-display":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":""},"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>EE 353 - Introduction to Data Science and Machine learning &ndash; 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