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Reinforcement Learning Algorithms with Python
book

Reinforcement Learning Algorithms with Python

by Andrea Lonza
October 2019
Intermediate to advanced
366 pages
12h 4m
English
Packt Publishing

Overview

Reinforcement Learning Algorithms with Python provides a comprehensive guide to understanding and implementing reinforcement learning (RL) methods for building intelligent AI systems. With practical examples, you'll progress from foundational concepts to advanced techniques, equipping you with the skills needed to create and optimize self-learning algorithms capable of handling real-world challenges.

What this Book will help me do

  • Master foundational reinforcement learning concepts.
  • Implement various RL algorithms, including Q-Learning, SARSA, and policy gradients.
  • Apply reinforcement learning to real-world problems like games and autonomous systems.
  • Explore advanced topics like TRPO, PPO, and imitation learning.
  • Use Python and libraries such as OpenAI Gym to enhance your learning.

Author(s)

None Lonza is a seasoned expert in artificial intelligence and machine learning, with a focus on reinforcement learning. Leveraging years of experience in the field, Lonza combines theoretical depth with practical insights to create accessible and informative content for learners.

Who is it for?

This book is ideal for AI researchers and deep learning practitioners looking to delve into reinforcement learning. Python programmers with an interest in AI and practical applications of RL will find valuable insights. AI enthusiasts aiming to deepen their understanding of the field will also benefit from this book's approachable yet thorough treatment of the topic.

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Publisher Resources

ISBN: 9781789131116