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Reinforcement Learning

Theory and Python Implementation

Language EnglishEnglish
Book Hardback
Book Reinforcement Learning Zhiqing Xiao
Libristo code: 39341654
Publishers Springer, Berlin, November 2022
Reinforcement Learning: Theory and Python Implementation is a tutorial book on reinforcement learnin... Full description
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31 238 Ft
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Reinforcement Learning: Theory and Python Implementation is a tutorial book on reinforcement learning, with explanations of both theory and applications. Starting from a uniform mathematical framework, this book derives the theory of modern reinforcement learning in a systematic way and introduces all mainstream reinforcement learning algorithms including both classical reinforcement learning algorithms such as eligibility trace and deep reinforcement learning algorithms such as PPO, SAC, and MuZero. Every chapter is accompanied by high-quality implementations based on the latest version of Python packages such as Gym, and the implementations of deep reinforcement learning algorithms are all with both TensorFlow 2 and PyTorch 1. All codes can be found on GitHub along with their results and are runnable on a conventional laptop with either Windows, macOS, or Linux. This book is intended for readers who want to learn reinforcement learning systematically and apply reinforcement learning to practical applications. It is also ideal to academical researchers who seek theoretical foundation or algorithm enhancement in their cutting-edge AI research.

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About the book

Full name Reinforcement Learning
Author Zhiqing Xiao
Language English
Binding Book - Hardback
Date of issue 2023
Number of pages 593
EAN 9789811949326
Libristo code 39341654
Publishers Springer, Berlin
Weight 977
Dimensions 155 x 235
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