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Reinforcement Learning

With Open AI, TensorFlow and Keras Using Python

  • Abhishek Nandy
  • Manisha Biswas

Table of contents

  1. Front Matter
    Pages i-xiii
  2. Abhishek Nandy, Manisha Biswas
    Pages 1-18
  3. Abhishek Nandy, Manisha Biswas
    Pages 19-69
  4. Abhishek Nandy, Manisha Biswas
    Pages 71-87
  5. Abhishek Nandy, Manisha Biswas
    Pages 89-128
  6. Abhishek Nandy, Manisha Biswas
    Pages 129-153
  7. Abhishek Nandy, Manisha Biswas
    Pages 155-163
  8. Back Matter
    Pages 165-167

About this book

Introduction

Master reinforcement learning, a popular area of machine learning, 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 learning and see the concepts that build up the reinforcement learning process. 

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. 

You will:
  • 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

Keywords

Reinforcement Learning Artificial Intelligence Python TensorFlow Keras Deep Learning Machine Learning

Authors and affiliations

  • Abhishek Nandy
    • 1
  • Manisha Biswas
    • 2
  1. 1.Rm HIG L-2/4, Bldg Swaranika Co-Opt HSGKolkataIndia
  2. 2.North 24 ParganasIndia

Bibliographic information

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