Welcome to the IDIAP Statistical Machine Learning Lectures

prepared by Samy Bengio

Lectures currently available:

Overview of the lectures ps.gz pdf
Introduction to Machine Learning ps.gz pdf
Statistical Machine Learning Theory ps.gz pdf
Classical Models ps.gz pdf
Artificial Neural Networks and Gradient Descent ps.gz pdf
Gaussian Mixture Models and Expectation-Maximization ps.gz pdf
Hidden Markov Models ps.gz pdf
Support Vector Machines ps.gz pdf
Ensembles Models ps.gz pdf
Feature Selection ps.gz pdf
Parameter Sharing ps.gz pdf

General references on each topic ps.gz pdf

Practical Informations:


This website is maintained by Samy Bengio.