seijimorimoto / Hands-On-Intelligent-Agents-with-OpenAI-Gym

Code for Hands On Intelligent Agents with OpenAI Gym book to get started and learn to build deep reinforcement learning agents using PyTorch

Hands-on Intelligent Agents with OpenAI Gym (HOIAWOG)

The Book	Examples of agents you will learn to develop
Topics Covered

HOIAWOG!: Your guide to developing AI agents using deep reinforcement learning. Implement intelligent agents using PyTorch to solve classic AI problems, play console games like Atari, and perform tasks such as autonomous driving using the CARLA driving simulator.

• Chapter 1: Introduction to Intelligent Agents and Learning Environments 👾
• Chapter 2: Reinforcement Learning and Deep Reinforcement Learning
• Chapter 3: Getting started with OpenAI Gym and Deep Reinforcement Learning
• Chapter 4: Exploring the Gym and its features
• Chapter 5: Implementing your first learning agent -- Solving the Mountain Car problem
• Chapter 6: Implementing an Intelligent Agent for Optimal Control using Deep Q Learning
• Chapter 7: Creating custom OpenAI gym environments - Carla driving simulator
• Chapter 8: Implementing an Intelligent & Autonomous Car Driving Agent using Deep Actor-Critic Algorithm
• Chapter 9: Exploring the Learning Environment Landscape: Roboschool, Gym-Retro, StarCraft-II, DeepMindLab
• Chapter 10: Exploring the Learning Algorithm Landscape: DDPG (Actor-Critic), PPO (Policy-Gradient), Rainbow (Value-based)

Citing

If you use the code samples in your work or want to cite the book, please use:

@book{Palanisamy:2018:HIA:3285236,
 author = {Palanisamy, Praveen},
 title = {Hands-On Intelligent Agents with OpenAI Gym: Your Guide to Developing AI Agents Using Deep Reinforcement Learning},
 year = {2018},
 isbn = {178883657X, 9781788836579},
 publisher = {Packt Publishing},
}

Other Formats: (Click to View)

MLA	Palanisamy, Praveen. Hands-On Intelligent Agents with OpenAI Gym: Your guide to developing AI agents using deep reinforcement learning. Packt Publishing Ltd, 2018.
APA	Palanisamy, P. (2018). Hands-On Intelligent Agents with OpenAI Gym: Your guide to developing AI agents using deep reinforcement learning. Packt Publishing Ltd.
Chicago	Palanisamy, Praveen. Hands-On Intelligent Agents with OpenAI Gym: Your guide to developing AI agents using deep reinforcement learning. Packt Publishing Ltd, 2018.
Harvard	Palanisamy, P., 2018. Hands-On Intelligent Agents with OpenAI Gym: Your guide to developing AI agents using deep reinforcement learning. Packt Publishing Ltd.
Vancouver	Palanisamy P. Hands-On Intelligent Agents with OpenAI Gym: Your guide to developing AI agents using deep reinforcement learning. Packt Publishing Ltd; 2018 Jul 31.

BibTeX EndNote RefMan RefWorks