Erik Sudderth's Courses

Introduction to Machine Learning
http://cs.brown.edu/courses/csci1950-f/spring2012/calendar.html
http://cs.brown.edu/courses/csci1420/calendar.html

Probabilistic Graphical Models
http://cs.brown.edu/courses/csci2950-p/lectures.html

Learning & Inference in Probabilistic Graphical Models
http://cs.brown.edu/courses/csci2950-p/spring2010/lectures.html

Applied Bayesian Nonparametrics
http://cs.brown.edu/courses/csci2950-p/fall2011/lectures.html

David Blei's trio

COS513: Foundations of Probabilistic Modeling
http://www.cs.princeton.edu/courses/archive/fall10/cos513/

COS597C: Advanced Methods in Probabilistic Modeling

http://www.cs.princeton.edu/courses/archive/fall11/cos597C/

COS597C: Bayesian Nonparametrics
http://www.cs.princeton.edu/courses/archive/fall07/cos597C/syllabus.html