Get a hang of reinforcement learning for games

Check this out: Introduction to AI for Video Games (Reinforcement Learning) by Siraj Raval

And this: Lecture 10: Reinforcement Learning in CS188 Artificial Intelligence, Fall 2013 (University of California, Berkley)

Also this lecture on Deep Reinforcement Learning from Stanford CS231n

And this playlist: Introduction to Reinforcement Learning by Deep Mind

If you are interested in creating Games in Unity, this is also something you shall check out

And this: Playlist (Unity Machine Learning)

This Lecture from MIT was also interesting (and the DeepTraffic assignment was fun)