Adaptive Computation and Machine Learning Ser.: Reinforcement Learning, Second Edition : An Introduction by Richard S. Sutton and Andrew G. Barto (2018, Hardcover)
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Like the first edition, this second edition focuses on core online learning algorithms, with the more mathematical material set off in shaded boxes. Many algorithms presented in this part are new to the second edition, including UCB, Expected Sarsa, and Double Learning.