Reinforcement Learning: An Introduction (2018) [pdf]
With all its hype in RL, I am yet to see significant real life problems solved with it. I am afraid with all the funding going into it, and nothing to show for except being able to play complex games, this might contribute to the mistrust in proper utilization of research funds. Also the reproducibility problem in RL is many times worse than in ML.