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TensorFlow

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TensorFlow 是 Google 所主导的机器学习框架，也是机器学习领域研究和应用的热门对象。本书主要介绍如何使用 TensorFlow 库实现各种各样的模型，旨在降低学习门槛，并为读者解决问题提供详细的方法和指导。全书共 10 章，分别介绍了 TensorFlow 基础知识、聚类、线性回归、逻辑回归、不同的神经网络、规模化运行模型以及库的应用技巧。本书适合想要学习和了解 TensorFlow 和机器学习的读者阅读参考。如果读者具备一定的 C++ 和 Python 的经验，将能够更加轻松地阅读和学习本书。

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Building Machine Learning

Projects with TensorFlow

Engaging projects that will teach you how complex data can

be exploited to gain the most insight

Rodolfo Bonnin

BIRMINGHAM - MUMBAI

Building Machine Learning Projects with

TensorFlow

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, 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 2016

Production reference: 2220317

Published by Packt Publishing Ltd.

Livery Place

35 Livery Street

Birmingham

B3 2PB, UK.

ISBN 978-1-78646-658-7

www.packtpub.com

Credits

Author

Rodolfo Bonnin

Copy Editor

Safis Editing

Reviewer

Niko Gamulin

Project Coordinator

Nidhi Joshi

Commissioning Editor

Veena Pagare

Proofreader

Safis Editing

Acquisition Editor

Namrata Patil

Indexer

Mariammal Chettiyar

Content Development Editor

Siddhesh Salvi

Graphics

Disha Haria

Technical Editor

Danish Shaikh

Dharmendra Yadav

Production Coordinator

Arvindkumar Gupta

About the Author

Rodolfo Bonnin is a systems engineer and PhD student at Universidad Tecnológica

Nacional, Argentina. He also pursued parallel programming and image understanding

postgraduate courses at Uni Stuttgart, Germany.

He has done research on high performance computing since 2005 and began studying and

implementing convolutional neural networks in 2008,writing a CPU and GPU - supporting

neural network feed forward stage. More recently he's been working in the field of fraud

pattern detection with Neural Networks, and is currently working on signal classification

using ML techniques.

To my wife and kids and the patience they demonstrated during the writing of this book.

Also to the reviewers, who helped give professionalism to this work, and Marcos Boaglio

for facilitating equipment to cover the installation chapter. Ad Maiorem Dei Gloriam.

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