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?

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 ??

[pawan]

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.