Overview
- Discusses Open AI and Open AI Gym with relevance to reinforcement learning
- Application of TensorFlow and Keras to reinforcement learning
- Swarm Intelligence with Python in terms of reinforcement learning
- Discusses Google’s DeepMind and the future of reinforcement learning
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Table of contents (6 chapters)
Keywords
About this book
Reinforcement Learning discusses algorithm implementations important for reinforcement learning, 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 learn about Swarm Intelligence with Python in terms of reinforcement learning.
The last part of the book starts with the TensorFlow environment and gives an outline of how reinforcement learning can be applied to TensorFlow. There’s also coverage of Keras, a framework that can be used with reinforcement learning. Finally, you'll delve into Google’s Deep Mind and see scenarios where reinforcement learning can be used.
What You'll Learn
- Absorb the core concepts of the reinforcement learning process
- Use advanced topics of deep learning and AI
- Work with Open AI Gym, Open AI, and Python
- Harness reinforcement learning with TensorFlow and Keras using Python
Who This Book Is For
Data scientists, machine learning and deep learning professionals, developers who want to adapt and learn reinforcement learning.
Authors and Affiliations
About the authors
Manisha Biswas is BTech in Information Technology and currently working as a Software Developer at Insync Tech-Fin Solutions Ltd,in kolkata, India. I'm involved with several areas of technology including Web Development, IoT,Soft Computing and Artificial Intelligence. I am an Intel Software Innovator and I was also awarded the SHRI DEWANG MEHTA IT AWARDS 2016 by NASSCOM,a certificate of excellence for top academic scores. I have very recently formed a WOMEN IN TECHNOLOGY Community at KoIKata,India to empower women to learn and explore new technologies.I always like to invent things,create something new,or to invent a new look for the old things. When not in front of my terminal, I am an explorer, a foodie, a doodler and a dreamer. I am always very passionate to share my knowledge and ideas with others. I am following the passion and doing the same currently by sharing my experiences to the community so that others can learn and also give shape to my ideas in a new way this lead me to become Google Women Techmakers Kolkata Chapter Lead.
Bibliographic Information
Book Title: Reinforcement Learning
Book Subtitle: With Open AI, TensorFlow and Keras Using Python
Authors: Abhishek Nandy, Manisha Biswas
DOI: https://doi.org/10.1007/978-1-4842-3285-9
Publisher: Apress Berkeley, CA
eBook Packages: Professional and Applied Computing, Apress Access Books, Professional and Applied Computing (R0)
Copyright Information: Abhishek Nandy and Manisha Biswas 2018
Softcover ISBN: 978-1-4842-3284-2Published: 08 December 2017
eBook ISBN: 978-1-4842-3285-9Published: 07 December 2017
Edition Number: 1
Number of Pages: XIII, 167
Number of Illustrations: 16 b/w illustrations, 157 illustrations in colour
Topics: Artificial Intelligence, Python