Deep reinforcement learning is behind the breakthroughs of Alpha Go and the research of Deepmind.
This survey gives a good summary of the field.
Note that the paper Deep Reinforcement Learning: An Overview also summarizes recent research in Deep Reinforcement Learning. It is much longer (70 pages) but maybe more complete.