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.