Long overlooked, this branch of machine learning recently started to get a lot of attention after Google DeepMind successfully applied it to learning to play Atari games (and, later, learning to play Go at the highest level).
Currently Deep Reinforcement Learning is the root of many emerging AI-based industrial applications (i.e. self-driving cars), and it is sometimes addressed as the “true Artificial Intelligence”.