Probabilistic Graphical Models are the third generation of learning machines. I got interested in the subject, during my PhD and I would like to continue my education in this subject. Here are some best graphical models resources and tutorials.

Lectures:

• What are graphical models? for a presentation of graphical models by Christopher Bishop please click here.
• Also some chapters of his great book are avialable here.

Basic:

• Another great great great workshop by Sam Rowies (R.I.P), Here.
• PDF: A New Framework for Machine Learning by Christopher M. Bishop
• PDF: An Introduction to Graphical Models by Kevin P. Murphy
• PDF: Graphical Models in a Nutshell by Daphne Koller, Nir Friedman, Lise Getoor and Ben Taskar
• PDF: An Introduction to Graphical Models by Michael I. Jordan and Christopher M. Bishop

Advance:

• PDF: An Introduction to Variational Methods for Graphical Models