I'm currently taking an AI class where we covered reinforcement learning--I thought it was one of the coolest topics in a class full of interesting ideas.
If you have some time, you should definitely watch it--it is much clearer than just reading some slides. It would help to know what a "Markove Decision Process" is, but they're not very complicated.
There is a method of learning foreign languages, usually by help of computer software, where repetitions are spaced at certain intervals intended to maximize the memorization effect. I'm interested in learning more about this, but the info is sparse.
The class is taught by one of the most popular CS professors here, and the lectures are available on Youtube. The first of two lectures about RL is here: http://www.youtube.com/watch?v=2ztxHnR0Hss&list=PL9CBFBB...
If you have some time, you should definitely watch it--it is much clearer than just reading some slides. It would help to know what a "Markove Decision Process" is, but they're not very complicated.