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Reinforcement Learning - by Zhiqing Xiao (Hardcover)

Reinforcement Learning - by  Zhiqing Xiao (Hardcover) - 1 of 1
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About this item

Highlights

  • About the Author: Zhiqing Xiao obtained doctoral degree from Tsinghua University in 2016 and has more than 15 years in academic research and industrial practices on data-analytics and AI.
  • 559 Pages
  • Computers + Internet, Intelligence (AI) & Semantics

Description



From the Back Cover



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 systematically and introduces all mainstream reinforcement learning algorithms such as PPO, SAC, and MuZero. It also covers key technologies of GPT training such as RLHF, IRL, and PbRL. Every chapter is accompanied by high-quality implementations, and all implementations of deep reinforcement learning algorithms are with both TensorFlow and PyTorch. 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.



About the Author



Zhiqing Xiao obtained doctoral degree from Tsinghua University in 2016 and has more than 15 years in academic research and industrial practices on data-analytics and AI. He is the author of two AI bestsellers in Chinese: "Reinforcement Learning" and "Application of Neural Network and PyTorch" and published many academic papers. He also contributed to recent versions of the open-source software Gym.


Dimensions (Overall): 9.21 Inches (H) x 6.14 Inches (W) x 1.25 Inches (D)
Weight: 2.18 Pounds
Suggested Age: 22 Years and Up
Sub-Genre: Intelligence (AI) & Semantics
Genre: Computers + Internet
Number of Pages: 559
Publisher: Springer
Format: Hardcover
Author: Zhiqing Xiao
Language: English
Street Date: September 29, 2024
TCIN: 92530682
UPC: 9789811949326
Item Number (DPCI): 247-38-5649
Origin: Made in the USA or Imported
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Shipping details

Estimated ship dimensions: 1.25 inches length x 6.14 inches width x 9.21 inches height
Estimated ship weight: 2.18 pounds
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