#1
7th May 2015, 11:37 AM
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IIT Madras Machine Learning
When the Machine Learning Seminar is conducted by the IIT madras? Please tell me about the IIT madras Machine Learning Seminar schedule? Also tell me about list of participants in its Machine Learning Seminar? Provide me list of events in this Seminar?
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#2
11th July 2018, 09:34 AM
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Re: IIT madras machine learning
Hi buddy here I am looking for IIT Madras CS5011 Machine Learning course syllabus so would you plz let me know from where I can do download it , if you have then would you plz give me same here ??
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#3
11th July 2018, 09:35 AM
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Re: IIT madras machine learning
As you are looking for IIT Madras CS5011 Machine Learning course syllabus so on your demand I am providing same here : IIT Madras CS5011 Machine Learning course syllabus Basic Maths : Probability, Linear Algebra, Convex Optimization Background: Statistical Decision Theory, Bayesian Learning (ML, MAP, Bayes estimates, Conjugate priors) Regression : Linear Regression, Ridge Regression, Lasso Dimensionality Reduction : Principal Component Analysis, Partial Least Squares Classification : Linear Classification, Logistic Regression, Linear Discriminant Analysis, Quadratic Discriminant Analysis, Perceptron, Support Vector Machines + Kernels, Artificial Neural Networks + BackPropagation, Decision Trees, Bayes Optimal Classifier, Naive Bayes. Evaluation measures : Hypothesis testing, Ensemble Methods, Bagging Adaboost Gradient Boosting, Clustering, K-means, K-medoids, Density-based Hierarchical, Spectral Miscellaneous topics: Expectation Maximization, GMMs, Learning theory Intro to Reinforcement Learning Graphical Models: Bayesian Networks. |
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