A former coworker did his master's thesis on playing Atari games using RL. Here's a video of it learning to play Freeway: <a href="http://www.youtube.com/watch?v=44CilPmlimQ" rel="nofollow">http://www.youtube.com/watch?v=44CilPmlimQ</a>