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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

Introduction to Intelligent Agents and Learning Environments

Greetings! Welcome to the first chapter of this book. This book will introduce you to the awesome OpenAI Gym learning environment and guide you through an exciting journey to get you equipped with enough skills to train state-of-the-art, artificial intelligence agent-based systems. This book will help you develop hands-on experience with reinforcement learning and deep reinforcement learning through practical projects ranging from developing an autonomous, self-driving car to developing Atari game-playing agents that can surpass human performance. By the time you complete the book, you will be in a position to explore the endless possibilities of using artificial intelligence to solve algorithmic tasks, play games, and fix control problems.

The following topics will be covered in this chapter:

  • Understanding intelligent agents and learning environments
  • Understanding what OpenAI Gym is all about
  • Different categories of tasks/environments that are available, with a brief description of what each category is suitable for
  • Understanding the key features of OpenAI Gym
  • Getting an idea about what you can do with the OpenAI Gym toolkit
  • Creating and visualizing your first Gym environment

Let's start our journey by understanding what an intelligent agent is.

You have been reading a chapter from
Hands-On Intelligent Agents with OpenAI Gym
Published in: Jul 2018
Publisher: Packt
ISBN-13: 9781788836579
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