Links
Previous PGM Courses:
Carlos Guestrin's Course on Probabilistic Graphical Models: <Lectures>
Eric Xing's Course on Probabilistic Graphical Models: <Lectures>
Noah Smith's Course on Probabilistic Graphical Models: <Lectures>
Michael Jordan's Course on Bayesian Modeling and Inference: <Lectures, Readings>
Book material:
Christopher Bishop's Book Chapter on Graphical Models: <Chapter>
Christopher Bishop's Slides on Graphical Models: <Slides>
Daphne Koller and Nir Friedman's Figures from their PGM Book: <Figures>
Tutorials:
Gregor Heinrich's notes on Bayesian parameter estimation: <Paper>
David MacKay's intro to Monte Carlo methods: <Paper>
Jason Eisner's high-level explanation of variational methods: <Webpage>
Jordan et al.'s tutorial on variational methods for PGMs: <Paper>
Kevin Knight's tutorial on Bayesian Inference: <Paper>
Resnik and Hardisty's tutorial on MCMC: <Paper>