Answer (1 of 6): I would recommend Eric Xing's yearly PGM class. 10708 Probabilistic Graphical Models not because I am a TA of this course :). This course covers not only the basics of PGM such as Bayesian net, MRF, EM, variational inference, but also advanced topics like Bayesian nonparametrics...