Last week we discussed the subject of Probabilistic Graphical Models – an introduction.
Assigned reading http://www.cs.ubc.ca/~murphyk/papers/intro_gm.pdf:
It is a good and general introduction which covers the basis, and tries to provide intuitions rather than a perfect mathematical formalism. It is slightly outdated, but it makes many links with other areas of machine learning.