Richard S. Sutton and Andrew G. Barto: Reinforcement Learning: An Introduction
Richard S. Sutton and Andrew G. Barto: “This introductory textbook on reinforcement learning is targeted toward engineers and scientists in artificial intelligence, operations research, neural networks, and control systems, and we hope it will also be of interest to psychologists and neuroscientists.” (A free book available online.)