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This is an online version of the Manning book Grokking Deep Reinforcement Learning MEAP V14 epub. With liveBook you can access Manning books in-browser — anytime, anywhere.
In this book
Copyright 2020 Manning Publications brief contents welcome 1 Introduction to deep reinforcement learning 2 mathematical foundations of reinforcement learning 3 Balancing immediate and long-term goals 4 Balancing the gathering and utilization of information 5 Evaluating agents' behaviors 6 Improving agents' behaviors 7 Achieving goals more effectively and efficiently 8 Introduction to value-based deep reinforcement learning 9 More stable value-based methods 10 Sample-efficient value-based methods 11 Policy-gradient and actor-critic methods 12 Advanced actor-critic methods 13 Towards artificial general intelligence