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Hua - Machine Learning with TensorFlow 1.x

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TensorFlow 1.x is an open source software library for numerical computation using data flow graphs. This book approaches common commercial machine learning problems using Googles TensorFlow 1.x library. It covers unique features of the library such as Data Flow Graphs, training, visualization of performance with TensorBoardall within a context rich with examples, using problems from multiple industries.

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Machine Learning with TensorFlow 1x Second generation machine learning with - photo 1
Machine Learning with TensorFlow 1.x
Second generation machine learning with Google's brainchild - TensorFlow 1.x
Quan Hua
Shams Ul Azeem
Saif Ahmed
BIRMINGHAM - MUMBAI Machine Learning with TensorFlow 1x Copyright 2017 Packt - photo 2

BIRMINGHAM - MUMBAI

Machine Learning with TensorFlow 1.x

Copyright 2017 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 authors, nor Packt Publishing, and its dealers and distributors will be held liable for any damages caused or alleged to be 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.

First published: November 2017

Production reference: 1171117

Published by Packt Publishing Ltd.
Livery Place
35 Livery Street
Birmingham
B3 2PB, UK.

ISBN 978-1-78646-296-1

www.packtpub.com

Credits Authors Quan Hua Shams Ul Azeem Saif Ahmed Copy Editor - photo 3

Credits

Authors

Quan Hua

Shams Ul Azeem

Saif Ahmed

Copy Editor


Zainab Bootwala

Reviewer


Nathan Lintz

Project Coordinator


Prajakta Naik

Commissioning Editor


Kunal Parikh

Proofreader


Safis Editing

Acquisition Editor


Tushar Gupta

Indexer


Rekha Nair

Content Development Editor


Siddhi Chavan

Graphics


Jason Monteiro

Technical Editor


Mehul Singh

Production Coordinator


Deepika Naik

About the Authors

Quan Hua is a Computer Vision and Machine Learning Engineer at BodiData, a data platform for body measurements, where he focuses on developing computer vision and machine learning applications for a handheld technology capable of acquiring a body avatar while a person is fully clothed. He earned a bachelor of science degree from the University of Science, Vietnam, specializing in Computer Vision. He has been working in the field of computer vision and machine learning for about 3 years at start-ups.

Quan has been writing for Packt since 2015 for a Computer Vision book, OpenCV 3 Blueprints.

I wish to thank everyone who has encouraged me on the way while writing this book.
I want to express my sincere gratitude to my co-authors, editors, and reviewers for their advice and assistance.
I would like to thank the members of my family and my wife, Kim Ngoc, who supported and encouraged me in spite of all the time it took me away from them. They all kept me going, and this book would not have been possible without them.
I would also like to thank my teachers who gave me knowledge of Computer Vision and Machine Learning.

Shams Ul Azeem is an undergraduate in electrical engineering from NUST Islamabad, Pakistan . He has a great interest in the computer science field, and he started his journey with Android development. Now, hes pursuing his career in Machine Learning, particularly in deep learning, by doing medical-related freelancing projects with different companies.
He was also a member of the RISE lab, NUST, and he has a publication credit at the IEEE International Conference, ROBIO as a co-author of Designing of motions for humanoid goalkeeper robots.

Saif Ahmed is an accomplished quantitative analyst and data scientist with 15 years of industry experience. His career started in management consulting at Accenture and lead him to quantitative and senior management roles at Goldman Sachs and AIG Investments. Most recently, he co-founded and runs a start-up focused on applying Deep Learning to automating medical imaging. He obtained his bachelor's degree in computer science from Cornell University and is currently pursuing a graduate degree in data science at U.C. Berkeley.

About the Reviewer

Nathan Lintz is a Machine Learning researcher, focusing on text classification. When he began with Machine Learning, he primarily used Theano but quickly switched to TensorFlow when it was released. TensorFlow has greatly reduced the time it takes to build Machine Learning systems thanks to its intuitive and powerful neural network utilities.

I want to thank my family and professors for all the help they have given me. Without them, I would have never been able to pursue my passion for software engineering and Machine Learning.
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Preface

Machine Learning has revolutionized the modern world. Many m achine learning algorithms, especially deep learning, have been used worldwide, ranging from mobile devices to cloud-based services. TensorFlow is one of the leading open source software libraries and helps you build, train, and deploy your Machine Learning system for a variety of applications. This practical book is designed to bring you the best of TensorFlow and help you build real-world Machine Learning systems.

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