After finishing CS188, if you want to "go deeper", check out Berkeley's CS 294: Deep Reinforcement Learning, Fall 2015:

http://rll.berkeley.edu/deeprlcourse/

And you should be well on your way to being able to read and comprehend the Google DeepMind papers posted on Arxiv ;)