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Introduction to Deep
Learning Business
Applications for
Developers
From Conversational Bots in Customer
Service to Medical Image Processing
—
Armando Vieira
Bernardete Ribeiro

Introduction to Deep
Learning Business
Applications for
Developers
From Conversational Bots in
Customer Service to Medical
Image Processing
Armando Vieira
Bernardete Ribeiro

Introduction to Deep Learning Business Applications for Developers
ISBN-13 (pbk): 978-1-4842-3452-5 ISBN-13 (electronic): 978-1-4842-3453-2
https://doi.org/10.1007/978-1-4842-3453-2
Library of Congress Control Number: 2018940443
Copyright © 2018 by Armando Vieira, Bernardete Ribeiro
is work is subject to copyright. All rights are reserved by the Publisher, whether the whole or
part of the material is concerned, specically the rights of translation, reprinting, reuse of
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or by similar or dissimilar methodology now known or hereafter developed.
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symbol with every occurrence of a trademarked name, logo, or image we use the names, logos,
and images only in an editorial fashion and to the benet of the trademark owner, with no
intention of infringement of the trademark.
e use in this publication of trade names, trademarks, service marks, and similar terms, even if
they are not identied as such, is not to be taken as an expression of opinion as to whether or not
they are subject to proprietary rights.
While the advice and information in this book are believed to be true and accurate at the date of
publication, neither the authors nor the editors nor the publisher can accept any legal
responsibility for any errors or omissions that may be made. e publisher makes no warranty,
express or implied, with respect to the material contained herein.
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Coordinating Editor: Divya Modi
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Cover image designed by Freepik (www.freepik.com)
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Printed on acid-free paper
ArmandoVieira
Linköping, Sweden
BernardeteRibeiro
Coimbra, Portugal

To my family.
—Bernardete Ribeiro

v
Table of Contents
About the Authors ������������������������������������������������������������������������������ xiii
About the Technical Reviewer ������������������������������������������������������������xv
Acknowledgments ����������������������������������������������������������������������������xvii
Introduction ���������������������������������������������������������������������������������������xix
Part I: Background and Fundamentals ����������������������������������������1
Chapter 1: Introduction�������������������������������������������������������������������������3
1.1 Scope andMotivation .....................................................................................4
1.2 Challenges intheDeep Learning Field ...........................................................6
1.3 Target Audience...............................................................................................6
1.4 Plan andOrganization .....................................................................................7
Chapter 2: Deep Learning: AnOverview �����������������������������������������������9
2.1 FromaLong Winter toaBlossoming Spring .................................................11
2.2 Why Is DL Different? ......................................................................................14
2.2.1 TheAge oftheMachines ......................................................................17
2.2.2 Some Criticism ofDL ............................................................................18
2.3 Resources .....................................................................................................19
2.3.1 Books ....................................................................................................19
2.3.2 Newsletters ..........................................................................................20
2.3.3 Blogs .....................................................................................................20
2.3.4 Online Videos andCourses ...................................................................21
2.3.5 Podcasts ............................................................................................... 22
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