{"product_id":"9789355852755-3","title":"Machine Learning for BE Anna University R21CBCS (IV - AI\u0026DS \/ CS\u0026BS - AL3451)","description":"\u003cp\u003eSyllabus Machine Learning (AL3451) UNIT I \tINTRODUCTION TO MACHINE LEARNING Review of Linear Algebra for machine learning; Introduction and motivation for machine learning; Examples of machine learning applications, Vapnik-Chervonenkis (VC) dimension, Probably Approximately Correct (PAC) learning, Hypothesis spaces, Inductive bias, Generalization, Bias variance trade-off. (Chapter - 1) UNIT II \tSUPERVISED LEARNING Linear Regression Models : Least squares, single \u0026amp; multiple variables, Bayesian linear regression, gradient descent, Linear Classification Models : Discriminant function - Perceptron algorithm, Probabilistic discriminative model - Logistic regression, Probabilistic generative model - Naïve Bayes, Maximum margin classifier - Support vector machine, Decision Tree, Random Forests (Chapter - 2) UNIT III\tENSEMBLE TECHNIQUES AND UNSUPERVISED LEARNING Combining multiple learners : Model combination schemes, Voting, Ensemble Learning - bagging, boosting, stacking, Unsupervised learning : K-means, Instance Based Learning : KNN, Gaussian mixture models and Expectation maximization. (Chapter - 3) UNIT IV\tNEURAL NETWORKS Multilayer perceptron, activation functions, network training - gradient descent optimization - stochastic gradient descent, error backpropagation, from shallow networks to deep networks - Unit saturation (aka the vanishing gradient problem) - ReLU, hyperparameter tuning, batch normalization, regularization, dropout. (Chapter - 4) UNIT V\tDESIGN AND ANALYSIS OF MACHINE LEARNING  \t\tEXPERIMENTS Guidelines for machine learning experiments, Cross Validation (CV) and resampling - K-fold CV, bootstrapping, measuring classifier performance, assessing a single classification algorithm and comparing two classification algorithms - t test, McNemar’s test, K-fold CV paired t test. (Chapter - 5)\u003c\/p\u003e","brand":"Technical Publications","offers":[{"title":"Default Title","offer_id":47595644092587,"sku":"12759600713","price":255.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0620\/3355\/9723\/files\/9789355852755_3_66fd1309-2b7a-4d28-8c33-b25dcd8484f3.jpg?v=1786360590","url":"https:\/\/technicalpublications.in\/products\/9789355852755-3","provider":"Technical Publications","version":"1.0","type":"link"}