This is a collection of videos covering Statistical machine learning classes from Carnegie Melon University. The topics covered include: Linear regression, Nonparametric regression, Trend Filtering, Linear Classification, Nonparametric classification, Minimax Theory, Nonparametric Bayes, Clustering, Boosting, Graphical Models,, and Dimension Reduction.