In case you don't find what you're looking for, here are all lectures on "Information Theory, Pattern Recognition, and Neural Networks": http://videolectures.net/course_information_theory_pattern_r...
I'd be remiss not to mention that the lectures are by the late David MacKay: https://news.ycombinator.com/item?id=11500221