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 4

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 of detecti...

Price:  $15.00  |  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:  $31.99  |  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 data...

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

Deep Reinforcement Learning Hands-On

Deep Reinforcement Learning Hands-On

by Maxim Lapan

Recent developments in reinforcement learning (RL), combined with deep learning (DL), have seen unprecedented progress made towards training agents to solve complex problems in a human-like way. Google's use of algorithms to play and defeat the well-known Atari arcade games has propelled the field to prominence, and researchers are genera...

Price:  $35.99  |  Publisher:  Packt Publishing  |  Release:  2018

Hands-On Intelligent Agents with OpenAI Gym

Hands-On Intelligent Agents with OpenAI Gym

by Praveen Palanisamy

Many real-world problems can be broken down into tasks that require a series of decisions to be made or actions to be taken. The ability to solve such tasks without a machine being programmed requires a machine to be artificially intelligent and capable of learning to adapt. This book is an easy-to-follow guide to implementing learning al...

Price:  $25.36  |  Publisher:  Packt Publishing  |  Release:  2018

Reinforcement and Systemic Machine Learning for Decision Making

Reinforcement and Systemic Machine Learning for Decision Making

by Parag Kulkarni

There are always difficulties in making machines that learn from experience. Complete information is not always available - or it becomes available in bits and pieces over a period of time. With respect to systemic learning, there is a need to understand the impact of decisions and actions on a system over that period of time. This book t...

Price:  $76.50  |  Publisher:  Wiley  |  Release:  2012