Reinforcement Leaing:With Open AI, TensorFlow and Keras Using Python 1st ed. Edition

by: Abhishek Nandy (Author), Manisha Biswas (Author)

Publisher: Apress; 1st ed. edition (December 8, 2017)

Language: English
Paperback:180 pages

ISBN-10: 1484232844

ISBN-13: 9781484232842

Book Description

Master reinforcement leaing, a popular area of machine leaing, starting with the basics:discover how agents and the environment evolve and then gain a clear picture of how they are inter-related. You’ll then work with theories related to reinforcement leaing and see the concepts that build up the reinforcement leaing process.
Reinforcement Leaing discusses algorithm implementations important for reinforcement leaing, including Markov’s Decision process and Semi Markov Decision process. The next section shows you how to get started with Open AI before looking at Open AI Gym. You’ll then lea about Swarm Intelligence with Python in terms of reinforcement leaing. The last part of the book starts with the TensorFlow environment and gives an outline of how reinforcement leaing can be applied to TensorFlow. There’s also coverage of Keras, a framework that can be used with reinforcement leaing. Finally, you’ll delve into google’s Deep Mind and see scenarios where reinforcement leaing can be used.
What You’ll Lea
Absorb the core concepts of the reinforcement leaing process
Use advanced topics of deep leaing and AI
Work with Open AI Gym, Open AI, and Python
Haess reinforcement leaing with TensorFlow and Keras using Python
Who This Book Is For
Data scientists, machine leaing and deep leaing professionals, developers who want to adapt and lea reinforcement leaing.

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