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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

Next steps for reinforcement learning

Nowadays, seeing machines that perform tasks in place of humans has become a normal thing. From the automation of production processes, to the assembly line, to quick and precise calculations, to the execution of instructions with a margin of error that is very minimal if not inexistent. But, when the problems become much more complex, we resort to techniques of artificial intelligence that consist of creating algorithms that can help the software to learn from experience—this is called machine learning.

The machines learn autonomously, starting not from a list of predefined rules, but from a model and instructions through which to learn the right rules to solve the problem in question. These technologies are already widely used—for example, to combat spam and credit card fraud, to make economic and financial forecasts, for voice...

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