Russ Salakhutdinov's lectures on Large Scale Machine Learning
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Lecture 1: Introduction and some linear models
Lecture 2: Linear models for regression
Lecture 3: Linear models for classification
Lecture 5: Mixture models
Lecture 8: Continuous latent variable models
Lecture 9: Sequential models
Hidden markov models
Linear dynamical systems