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KC Tung - Learn TensorFlow Enterprise

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KC Tung Learn TensorFlow Enterprise
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Learn TensorFlow Enterprise Build manage and scale machine learning workloads - photo 1
Learn TensorFlow Enterprise

Build, manage, and scale machine learning workloads seamlessly using Google's TensorFlow Enterprise

KC Tung

BIRMINGHAMMUMBAI Learn TensorFlow Enterprise Copyright 2020 Packt Publishing - photo 2

BIRMINGHAMMUMBAI

Learn TensorFlow Enterprise

Copyright 2020 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: Sunith Shetty

Acquisition Editor: Hiral Dhorda

Senior Editor: Mohammed Imaratwale

Content Development Editor: Nazia Shaikh

Technical Editor: Manikandan Kurup

Copy Editor: Safis Editing

Project Coordinator: Aishwarya Mohan

Proofreader: Safis Editing

Indexer: Priyanka Dhadke

Production Designer: Joshua Misquitta

First published: November 2020

Production reference: 1261120

Published by Packt Publishing Ltd.

Livery Place

35 Livery Street

Birmingham

B3 2PB, UK.

ISBN 978-1-80020-914-5

www.packt.com

To my beloved wife Katy, whose support and encouragement keep me going every day.

To all my passionate and driven readers, whose growth mindset inspires me to write this book.

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Contributors
About the author

KC Tung is a cloud solution architect at Microsoft and specializes in machine learning, as well as AI model development and deployment. He has a Ph.D. in biophysics from the University of Texas Southwestern Medical Center in Dallas and has spoken at the 2018 O'Reilly AI Conference in San Francisco and the 2019 O'Reilly TensorFlow World Conference in San Jose. He has worked on building data ingestion and feature engineering pipelines for custom datasets in cloud environments. He has also delivered machine

I would like to express my gratitude to the entire Packt team of very thoughtful, thorough and professional editors: Ayaan Hoda, Nazia Shaikh, Gebin George, Kirti Pisat, Yusuf Imaratwale, Manikandan Kurup. Also, I really appreciate reviewers feedback and suggestions. Finally, a special thank for the acquisition editor Hiral Dhorda for giving me an opportunity to write this book.

About the reviewers

Hanchao Liu achieved his Ph.D. in computational chemistry. He has 10 years' experience in developing machine learning applications and infrastructures in domains ranging from chemistry, to marketing technology, to cloud computing. He currently works at Google where he focuses on building machine learning infrastructures for Google Cloud Platform.

Viacheslav Kovalevskyi is a Senior Engineering Manager. He focuses on helping big enterprises with building MLOps solutions, teaches Java courses, and actively creates content on YouTube.

Viacheslav has also created his own unique management execution framework: UODP. Blogger, podcaster.

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