I posted a bunch of machine learning video courses here: http://www.datawrangling.com/hidden-video-courses-in-math-science-and-engineering http://www.datawrang

I posted a bunch of machine learning video courses here: http://www.datawrangling.com/hidden-video-courses-in-math-science-and-engineering http://www.datawrangling.com/hidden-video-courses-in-math-sc... videolectures.net has a ton of material as well Hastie and Bishop are good books to start with, assuming you have a reasonable mathematics background.