I’ve been meaning to look at this visual introduction to machine learning for a while, and now I’m glad I did. The information is not particularly novel, but the way in which they describe the information is. This is a fantastic combination of HTML5 and Javascript to give a highly-visual introduction to statistical concepts.
Be sure to check out some of the easter eggs in the demo, like how you can get decision tree details by hovering over a branch.