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Keras Reinforcement Learning Projects

You're reading from   Keras Reinforcement Learning Projects 9 projects exploring popular reinforcement learning techniques to build self-learning agents

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Product type Paperback
Published in Sep 2018
Publisher Packt
ISBN-13 9781789342093
Length 288 pages
Edition 1st Edition
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Author (1):
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Giuseppe Ciaburro Giuseppe Ciaburro
Author Profile Icon Giuseppe Ciaburro
Giuseppe Ciaburro
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Table of Contents (13) Chapters Close

Preface 1. Overview of Keras Reinforcement Learning 2. Simulating Random Walks FREE CHAPTER 3. Optimal Portfolio Selection 4. Forecasting Stock Market Prices 5. Delivery Vehicle Routing Application 6. Continuous Balancing of a Rotating Mechanical System 7. Dynamic Modeling of a Segway as an Inverted Pendulum System 8. Robot Control System Using Deep Reinforcement Learning 9. Handwritten Digit Recognizer 10. Playing the Board Game Go 11. What's Next? 12. Other Books You May Enjoy

Preface

This book brings human-level performance into your applications using the algorithms and techniques of reinforcement learning coupled with Keras, the fast experimental library. Some of the projects that are covered are a delivery vehicle routing application, forecasting stock market prices, a robot control system, a optimal portfolio selection, and the dynamic modeling of a Segway. Throughout this book, you will get your hands dirty with the most popular algorithms, such as the Markov Decision Process, the Monte Carlo method, and Q-learning, so that you can be equipped with complex statistics to get better results.

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