https://wiki.devclub.in/index.php?action=history&feed=atom&title=COL774 2026-04-09T07:49:46Z Revision history for this page on the wiki MediaWiki 1.45.1 https://wiki.devclub.in/index.php?title=COL774&diff=604&oldid=prev 2026-03-04T10:00:22Z

<p>Creating course page via bot</p> <p><b>New page</b></p><div>{{Infobox Course<br /> | code = COL774<br /> | name = Machine Learning<br /> | credits = 4<br /> | credit_structure = 3-0-2<br /> | pre_requisites = MTL106 OR Equivalent<br /> | overlaps = COL341 ELL784, ELL888<br /> }}<br /> <br /> == COL774 : Machine Learning ==<br /> Supervised learning algorithms: Linear and Logistic Regression, Gradient Descent, Support Vector Machines, Kernels, Artificial Neural Networks, Decision Trees, ML and MAP Estimates, K-Nearest Neighbor, Naive Bayes, Introduction to Bayesian Networks. Unsupervised learning algorithms: K-Means clustering, Gaussian Mixture Models, Learning with Partially Observable Data (EM). Dimensionality Reduction and Principal Component Analysis. Bias Variance Trade- off. Model Selection and Feature Selection. Regularization. Learning Theory. Introduction to Markov Decision Processes. Application to Information Retrieval, NLP, Biology and Computer Vision. Advanced Topics.</div>

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