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Feature Engineering Made
Easy
Identify unique features from your dataset in order to build
powerful machine learning systems
Sinan Ozdemir
Divya Susarla
BIRMINGHAM - MUMBAI
Feature Engineering Made Easy
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(s), 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:
Veena Pagare
Acquisition Editor:
Varsha Shetty
Content Development Editor:
Tejas Limkar
Technical Editor:
Sayli Nikalje
Copy Editor:
Safis Editing
Project Coordinator:
Manthan Patel
Proofreader:
Safis Editing
Indexer:
Tejal Daruwale Soni
Graphics:
Tania Datta
Production Coordinator:
Shantanu Zagade
First published: January 2018
Production reference: 1190118
Published by Packt Publishing Ltd.
Livery Place
35 Livery Street
Birmingham
B3 2PB, UK.
ISBN 978-1-78728-760-0
www.packtpub.com
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Contributors
About the authors
Sinan Ozdemir
is a data scientist, start-up founder, and educator living in the San Francisco
Bay Area. He studied pure mathematics at Johns Hopkins University. He then spent several
years conducting lectures on data science at Johns Hopkins University before founding his
own start-up, Kylie.ai, which uses artificial intelligence to clone brand personalities and
automate customer service communications.
Sinan is also the author of
Principles of Data Science,
available through Packt.
I would like to thank my parents and sister for supporting me throughout my life, and also
my partner, Elizabeth Beutel. I also would like to thank my co-author, Divya Susarla, and
Packt Publishing for all of their support.
Divya Susarla
is an experienced leader in data methods, implementing and applying tactics
across a range of industries and fields, such as investment management, social enterprise
consulting, and wine marketing. She studied business economics and political science at the
University of California, Irvine, USA.
Divya is currently focused on natural language processing and generation techniques at
Kylie.ai, a start-up helping clients automate their customer support conversations.
I would like to thank my parents for their unwavering support and guidance, and also my
partner, Neil Trivedi, for his patience and encouragement. Also, a shoutout to DSI-SF2;
this book wouldn't be a reality without you all. Thanks to my co-author, Sinan Ozdemir,
and to Packt Publishing for making this book possible.

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