Reinforcement learning with tensorflow a beginners guide to designing self learning systems with tensorflow and OpenAI gym

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Reinforcement learning with tensorflow  a beginners guide to designing self learning systems with tensorflow and OpenAI gym

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Reinforcement Learning with TensorFlow A beginner's guide to designing self-learning systems with TensorFlow and OpenAI Gym Sayon Dutta BIRMINGHAM - MUMBAI Reinforcement Learning with TensorFlow Copyright © 2018 Packt Publishing All rights reserved No part of this book may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, without the prior written permission of the publisher, except in the case of brief quotations embedded in critical articles or reviews Every effort has been made in the preparation of this book to ensure the accuracy of the information presented However, the information contained in this book is sold without warranty, either express or implied Neither the author, nor Packt Publishing or its dealers and distributors, will be held liable for any damages caused or alleged to have been caused directly or indirectly by this book Packt Publishing has endeavored to provide trademark information about all of the companies and products mentioned in this book by the appropriate use of capitals However, Packt Publishing cannot guarantee the accuracy of this information Commissioning Editor: Amey Varangaonkar Acquisition Editor: Viraj Madhav Content Development Editor: Aaryaman Singh, Varun Sony Technical Editor: Dharmendra Yadav Copy Editors: Safis Editing Project Coordinator: Manthan Patel Proofreader: Safis Editing Indexer: Tejal Daruwale Soni Graphics: Tania Dutta Production Coordinator: Shantanu Zagade First published: April 2018 Production reference: 1200418 Published by Packt Publishing Ltd Livery Place 35 Livery Street Birmingham B3 2PB, UK ISBN 978-1-78883-572-5 www.packtpub.com mapt.io Mapt is an online digital library that gives you full access to over 5,000 books and videos, as well as industry leading tools to help you plan your personal development and advance your career For more information, please visit our website Why subscribe? Spend less time learning and more time coding with practical eBooks and Videos from over 4,000 industry professionals Improve your learning with Skill Plans built especially for you Get a free eBook or video every month Mapt is fully searchable Copy and paste, print, and bookmark content PacktPub.com Did you know that Packt offers eBook versions of every book published, with PDF and ePub files available? You can upgrade to the eBook version at www.PacktPub.com and as a print book customer, you are entitled to a discount on the eBook copy Get in touch with us at service@packtpub.com for more details At www.PacktPub.com, you can also read a collection of free technical articles, sign up for a range of free newsletters, and receive exclusive discounts and offers on Packt books and eBooks Contributors About the author Sayon Dutta is an Artificial Intelligence researcher and developer A graduate from IIT Kharagpur, he owns the software copyright for Mobile Irrigation Scheduler At present, he is an AI engineer at Wissen Technology He co-founded an AI startup Marax AI Inc., focused on AI-powered customer churn prediction With over 2.5 years of experience in AI, he invests most of his time implementing AI research papers for industrial use cases, and weightlifting I would extend my gratitude to Maa and Baba for everything, especially for teaching me that life is all about hustle and the key to enjoyment is getting used to it; my brothers Arnav, Kedia, Rawat, Abhishek Singh, and Garg for helping me in my lowest times Thanks to the Packt team, especially Viraj for reaching out, and Aaryaman and Varun for guiding me throughout Thanks to the AI community and my readers .. .Reinforcement Learning with TensorFlow A beginner''s guide to designing self -learning systems with TensorFlow and OpenAI Gym Sayon Dutta BIRMINGHAM - MUMBAI Reinforcement Learning with TensorFlow. .. (such as CNNs) to create DQN We also implement SARSA, Q -learning, and DQN to create agents to play the games of Mountain Car, Cartpole, and Atari Breakout Chapter , Asynchronous Methods, teaches asynchronous... future, and various interesting applications Chapter , Training Reinforcement Learning Agents Using OpenAI Gym, explains that OpenAI Gym is a toolkit for developing and comparing reinforcement learning

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Mục lục

  • Title Page

  • Copyright and Credits

    • Reinforcement Learning with TensorFlow

    • Packt Upsell

      • Why subscribe?

      • PacktPub.com

      • Contributors

        • About the author

        • About the reviewer

        • Packt is searching for authors like you

        • Preface

          • Who this book is for

          • What this book covers

          • To get the most out of this book

            • Download the example code files

            • Download the color images

            • Conventions used

            • Get in touch

              • Reviews

              • Deep Learning – Architectures and Frameworks

                • Deep learning

                  • Activation functions for deep learning

                    • The sigmoid function

                    • The tanh function

                    • The softmax function

                    • The rectified linear unit function

                    • How to choose the right activation function

                    • Logistic regression as a neural network

                      • Notation

                      • Objective

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