I’m still very much enjoying the Coursera / Stanford Probabilistic Graphical Models course but occassionally I need to turn to another source to help explain the concepts.  I’ve just re-descovered MathematicalMonk on YouTube.  He has over 200 videos on machine learning, information theory and stats.  The videos I’ve sampled so far have been excellent.  Very lucid.