Quick Overview: Gaussian Processes (Classification and Regression) Exponential Families (brief intro) Introduction to Gaussian Processes, Part 1 Introduction to Boosting; HMMs and DBNs; overview of MCMC.
Machine Learning 10 701 2013 - Detailed Overview & Context
Gaussian Processes (Classification and Regression) Exponential Families (brief intro) Introduction to Gaussian Processes, Part 1 Introduction to Boosting; HMMs and DBNs; overview of MCMC. Graphical models: junction trees, belief propagation. Note that the first decision trees, bagging, discriminative v. generative.
