TensorFlow 1.x Deep Learning Cookbook.pdf TensorFlow 1.x Deep Learning Cookbook.pdf
TensorFlow 1x Deep Learning Cookbook Over 90 unique recipes to solve artificial-intelligence driven problems vith python Antonio gulli Amita Kapoor Packs BIRMINGHAM- MUMBAI TensorFlow 1X Deep Learning Cookbook Copyright C 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 December 2017 Production reference: 1081217 Published by packt publishing ltd Livery place 35 Livery Street Birmingham B3 2PB. UK ISBN978-178829-359-4 Www.packtpub.com Credits Authors Copy editors Antonio gulli Safis Editing Vikrant Phadkay Amita Kapoor Reviewers Project Coordinator manthan Nick McClure Narotam Singh Corrado Zoccolo Patel Commissioning Editor Sunith Shetty Proofreader Safis Editing Acquisition Editor Tushar Gupta Indexer rekha nair Content Development editor tejas Limkar Graphics Tania Dutta Technical editor danish shaikh Production Coordinator Deepika a About the authors Antonio Gulli is a transformational software executive and business leader with a passion for establishing and managing global technological talent for innovation and execution. He is an expert in search engines, online services machine learning, information retrieval, analytics, and cloud computing. So far, he has been lucky enough to gain professional experience in four different countries in Europe and manage teams in six different countries in Europe and America. Currently, he works as site lead and director of cloud in google Warsaw, driving European efforts for Serverless, Kubernetes, and Google Cloud UX. Previously, antonio helped to innovate academic search as the vice president for Elsevier, a worldwide leading publisher. Before that, he drove query suggestions and news search as a principal engineer for Microsoft. Earlier, he served as the cto for ask. com, driving multimedia and news search Antonio has filed for 20+ patents, published multiple academic papers, and served as a senior PC member in multiple international conferences. He truly believes that to be successful, you must have a great combination of management, research skills, just-get-it-done, and selling attitude I thank every reader of this book for your attention and for the trust. I am humbled by the number of comments received on linkedin and Facebook: You, the reader, provided immense help in making this book better. i would also like to thank various people for providing support during the process of writing the book. In no order: Susana, Ewa, Ignacy, Dawid, Max, Jarek, Jerzy, Nina, Laura, Antonella. eric. Ettore. francesco liubo marco. fabio, giacomo saskia Christina, Wieland, and Yossi. I am very grateful to my coauthor, Amita, for her valuable comments and suggestions. I am extremely thankful to the reviewers of this book, Eric Brewer, Corrado Zoccolo, and Sujit Pal, for going through the entire book content. Special thanks to my manager, Eyal, for supporting me during the writing process and for the trust constantly offered. Part of this book hasbeenwritteninCharlottemenora(http://bistrocharlotte.pl/),apubin Warsaw, where I found myself writing pages after work. This is an inspirational place, which i definitively recommend if you are visiting Poland. Modern and cool as the city of warsaw is these days. Last and not the least, i am grateful to the entire editorial team of packt, especially Tushar Gupta and Tejas Limkar for all the support, constant reminders regarding the schedule, and continuous motivation. Thanks for your patience Amita Kapoor is an associate professor in the department of electronics, SRCASW, University of Delhi She has been actively teaching neural networks for the last 20 years. She did her master's in electronics in 1996 and PhD in 2011. During her PhD, she was awarded the prestigious daad fellowship to pursue a part of her research work in Karlsruhe Institute of Technology, Karlsruhe, Germany. She had been awarded the best presentation award at International Conference Photonics 2008 for her paper. She is a member of professional bodies such as OSa(Optical Society of America), IEEE(Institute of Electrical and Electronics Engineers), INNS (International Neural Network Society), and isBs (indian Society for Buddhist Studies). Amita has more than 40 publications in international journals and conferences to her credit. her present research areas include machine learning, artificial intelligence, neural networks, robotics, Buddhism(philosophy and psychology) and ethics in AL. This book is an attempt to summarize what all i had learned in the field of deep neural networks. I have presented it in a manner that readers find easy to understand and apply, and so the prime motivation of this book comes from you, the readers. I thank every reader of this book for being consistently present at the back of my mind, especially when i felt lazy. I would also like to thank professor Parongama Sen, University of calcutta, for introducing me to the subject in 1994, and my friends Nirjara Jain and Shubha Swaminathan for the hours spent in college library discussing Asimov, his stories, and the future that neural networks behold for our society. I am very grateful to my coauthor, Antonio Guili, for his valuable comments and suggestions and the reviewers of this book, Narotam Singh and Nick McClure, for painstakingly going through the entire content and rechecking the codes. Last and not the least, i am grateful to the entire editorial team of packt, especially tushar Gupta and Tejas Limkar for all the support, constant reminders regarding schedule, and continuous motivation About the reviewers Narotam Singh has been with India Meteorological Department, Ministry of Earth Sciences, India, since 1996. He has been actively involved with various technical programs and training of officers of gol in the field of information technology and communication. He did his post-graduation in the field of electronics in 1996 and both diploma and post-graduate diploma in the field of computer engineering in 1994 and 1997 respectively. He is currently working in the enigmatic field of neural networks, machine learning, and deep learning Nick McClure is currently a senior data scientist at Pay Scale Inc in Seattle, College of Saint Benedict and Saint John's University. Nick has also authored FF Washington, USA. Previously, he worked at Zillow and cCaesar's entertainment He has degrees in applied mathematics from the university of montana and the Tensor Flow Machine Learning Cookbook by Packt Publishing He has a passion for learning and advocating for analytics, machine learning, and artificial intelligence. Nick occasionally puts his thoughts and musings on his blog, fromdata. org, or through his Twitter account at onf mcclure Corrado Zoccolo is a Senior Staff Software Engineer at Google, with 10+ years of experience in distributed indexing and information retrieval systems I would like to show my gratitude to the many people who helped me succeed in my studies and my carreer, in particular: my wife ermelinda, that supported me over the many years i dedicated to computer science; Prof. Marco vanneschi who introduced me to the beautiful world of distributed Systems; my first manager at Google, Peter Dickman, who set me on the right track for my career, and all my colleagues from which I keep learning every day www.Packtpub,com Forsupportfilesanddownloadsrelatedtoyourbookpleasevisitwww.packtpuB.com Did you know that Packt offers e Book versions of every book published, with PdfandepuBfilesavailableYoucanupgradetotheebooKversionatwww.packtp ub.comandasaprintbookcustomeryouareentitledtoadiscountontheebooK copygetintouchwithusatserviceapacktpub.comformoredetailsAtwww.packtpub.c om, you can also read a collection of free technical articles, sign up for a range of free newsletters and receive exclusive discounts and offers on packt books and eBooks Mapt https://www.packtpub.com/mapt Get the most in-demand software skills with Mapt. 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