Introduction to Machine Learning
Support Constraints Machines
Autodiff
Generative Models I
Guaranteed Non-convex Learning Algorithms through Tensor Factorization
From Trees to Forests and Rule Sets - A Unified Overview of Ensemble Methods
Learning to learn and compositionality with deep recurrent neural networks
Medical Decision Support
Learning using Many Examples
From Proteins to Robots: Learning to Optimize with Confidence