Deep Reinforcement Learning in Python

- A Hands-On Introduction

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indgår i serie Addison wesley Data Analytics


Deep Reinforcement Learning in Python
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Format:
Bog, paperback
Udgivelsesdato:
02-12-2019
Sprog:
Engelsk
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In just a few years, deep reinforcement learning (DRL) systems such as DeepMinds DQN have yielded remarkable results. This hybrid approach to machine learning shares many similarities with human learning: its unsupervised self-learning, self-discovery of strategies, usage of memory, balance of exploration and exploitation, and its exceptional flexibility. Exciting in its own right, DRL may presage even more remarkable advances in general artificial intelligence. Deep Reinforcement Learning in Python: A Hands-On Introduction is the fastest and most accessible way to get started with DRL. The authors teach through practical hands-on examples presented with their advanced OpenAI Lab framework. While providing a solid theoretical overview, they emphasize building intuition for the theory, rather than a deep mathematical treatment of results. Coverage includes: Components of an RL system, including environment and agents Value-based algorithms: SARSA, Q-learning and extensions, offline learning Policy-based algorithms: REINFORCE and extensions; comparisons with value-based techniques Combined methods: Actor-Critic and extensions; scalability through async methods Agent evaluation Advanced and experimental techniques, and more

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Udgivelsesdato:
02-12-2019
ISBN13:
9780135172384
Bredde:
178 mm
Højde:
232 mm
Format:
Paperback

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