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Hands-On Intelligent Agents with OpenAI Gym

You're reading from   Hands-On Intelligent Agents with OpenAI Gym Your guide to developing AI agents using deep reinforcement learning

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Product type Paperback
Published in Jul 2018
Publisher Packt
ISBN-13 9781788836579
Length 254 pages
Edition 1st Edition
Languages
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Author (1):
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Palanisamy Palanisamy
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Palanisamy
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Table of Contents (12) Chapters Close

Preface 1. Introduction to Intelligent Agents and Learning Environments FREE CHAPTER 2. Reinforcement Learning and Deep Reinforcement Learning 3. Getting Started with OpenAI Gym and Deep Reinforcement Learning 4. Exploring the Gym and its Features 5. Implementing your First Learning Agent - Solving the Mountain Car problem 6. Implementing an Intelligent Agent for Optimal Control using Deep Q-Learning 7. Creating Custom OpenAI Gym Environments - CARLA Driving Simulator 8. Implementing an Intelligent - Autonomous Car Driving Agent using Deep Actor-Critic Algorithm 9. Exploring the Learning Environment Landscape - Roboschool, Gym-Retro, StarCraft-II, DeepMindLab 10. Exploring the Learning Algorithm Landscape - DDPG (Actor-Critic), PPO (Policy-Gradient), Rainbow (Value-Based) 11. Other Books You May Enjoy

Code repository, setup, and configuration

First of all, let's make sure you have all the information to access the code repository for this book. The source code provides you with all the necessary code samples that we will discuss in this book and provides additional details on how to set up and run the training or testing scripts for each chapter specifically. To get started, head to the book's code repository on GitHub at the following link: https://github.com/PacktPublishing/Hands-On-Intelligent-Agents-with-OpenAI-Gym.

Create a GitHub account if you do not already have one and fork the repository so that it is added to your own GitHub account. This is recommended as it allows you to make any changes to the code you prefer while following along, and also allow you to send a pull request when you have something cool to show and be featured on the book's blog!

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