Reinforcement Learning

With Open AI, TensorFlow and Keras Using Python



Bookstore > Books > Reinforcement Learning

Price$31.44 - $45.37
Rating
AuthorsManisha Biswas, Abhishek Nandy
PublisherApress
Published2017
Pages167
LanguageEnglish
FormatPaper book / ebook (PDF)
ISBN-101484232844
ISBN-139781484232842
EBook Hardcover Paperback

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.

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.


  1. (2 books)


2 5 6

Similar Books


Python Reinforcement Learning Projects

Python Reinforcement Learning Projects

by Sean Saito, Yang Wenzhuo, Rajalingappaa Shanmugamani

Reinforcement learning is one of the most exciting and rapidly growing fields in machine learning. This is due to the many novel algorithms developed and incredible results published in recent years.In this book, you will learn about the core concepts of RL including Q-learning, policy gradients, Monte Carlo processes, and several deep re...

Price:  $44.99  |  Publisher:  Packt Publishing  |  Release:  2018

Keras Reinforcement Learning Projects

Keras Reinforcement Learning Projects

by Giuseppe Ciaburro

Reinforcement learning has evolved a lot in the last couple of years and proven to be a successful technique in building smart and intelligent AI networks. Keras Reinforcement Learning Projects installs human-level performance into your applications using algorithms and techniques of reinforcement learning, coupled with Keras, a faster ex...

Price:  $49.99  |  Publisher:  Packt Publishing  |  Release:  2018

TensorFlow for Deep Learning

TensorFlow for Deep Learning

by Reza Zadeh, Bharath Ramsundar

Learn how to solve challenging machine learning problems with Tensorflow, Google's revolutionary new system for deep learning. If you have some background with basic linear algebra and calculus, this practical book shows you how to build - and when to use - deep learning architectures. You'll learn how to design systems capable ...

Price:  $23.99  |  Publisher:  O'Reilly Media  |  Release:  2018

PyTorch Deep Learning Hands-On

PyTorch Deep Learning Hands-On

by Sherin Thomas, Sudhanshu Passi

PyTorch Deep Learning Hands-On is a book for engineers who want a fast-paced guide to doing deep learning work with PyTorch. It is not an academic textbook and does not try to teach deep learning principles. The book will help you most if you want to get your hands dirty and put PyTorch to work quickly.PyTorch Deep Learning Hands-On shows...

Price:  $39.99  |  Publisher:  Packt Publishing  |  Release:  2019

TensorFlow Machine Learning Projects

TensorFlow Machine Learning Projects

by Ankit Jain, Armando Fandango, Amita Kapoor

TensorFlow has transformed the way machine learning is perceived. TensorFlow Machine Learning Projects teaches you how to exploit the benefits - simplicity, efficiency, and flexibility - of using TensorFlow in various real-world projects. With the help of this book, you'll not only learn how to build advanced projects using different...

Price:  $34.99  |  Publisher:  Packt Publishing  |  Release:  2018

Deep Learning with TensorFlow and Keras, 3rd Edition

Deep Learning with TensorFlow and Keras, 3rd Edition

by Amita Kapoor, Antonio Gulli, Sujit Pal

Deep Learning with TensorFlow and Keras teaches you neural networks and deep learning techniques using TensorFlow (TF) and Keras. You'll learn how to write deep learning applications in the most powerful, popular, and scalable machine learning stack available.TensorFlow 2.x focuses on simplicity and ease of use, with updates like eag...

Price:  $44.99  |  Publisher:  Packt Publishing  |  Release:  2022

Reinforcement Learning

Reinforcement Learning

by Phil Winder

Reinforcement learning (RL) will deliver one of the biggest breakthroughs in AI over the next decade, enabling algorithms to learn from their environment to achieve arbitrary goals. This exciting development avoids constraints found in traditional machine learning (ML) algorithms. This practical book shows data science and AI professional...

Price:  $39.21  |  Publisher:  O'Reilly Media  |  Release:  2020

Deep Reinforcement Learning in Unity

Deep Reinforcement Learning in Unity

by Abhilash Majumder

Gain an in-depth overview of reinforcement learning for autonomous agents in game development with Unity.This book starts with an introduction to state-based reinforcement learning algorithms involving Markov models, Bellman equations, and writing custom C# code with the aim of contrasting value and policy-based functions in reinforcement...

Price:  $49.42  |  Publisher:  Apress  |  Release:  2021