Learning using Many Examples
Graphical Models
Spatial Bayesian Nonparametrics for Natural Image Segmentation
Introduction to Machine Learning
Why Bayesian nonparametrics?
Building Machines that Imagine and Reason: Principles and Applications of Deep Generative Models
Online Learning for Latent Dirichlet Allocation
Directed Graphical Models
Scaling Latent Variable Models
Stacks of Restricted Boltzmann Machines