Building Machine Learning Systems with Python (2nd ed.) [Coelho & Richert 2015-03-31].pdf

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Building Machine Learning
Systems with Python
Second Edition
Get more from your data through creating practical
machine learning systems with Python
Luis Pedro Coelho
Willi Richert
BIRMINGHAM - MUMBAI
Building Machine Learning Systems with Python
Second Edition
Copyright © 2015 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
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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
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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: July 2013
Second edition: March 2015
Production reference: 1230315
Published by Packt Publishing Ltd.
Livery Place
35 Livery Street
Birmingham B3 2PB, UK.
ISBN 978-1-78439-277-2
www.packtpub.com
Credits
Authors
Luis Pedro Coelho
Willi Richert
Proofreaders
Reviewers
Matthieu Brucher
Maurice HT Ling
Radim Řehůřek
Commissioning Editor
Kartikey Pandey
Acquisition Editors
Greg Wild
Richard Harvey
Kartikey Pandey
Production Coordinator
Content Development Editor
Arun Nadar
Cover Work
Technical Editor
Pankaj Kadam
Copy Editors
Relin Hedly
Sameen Siddiqui
Laxmi Subramanian
Arvindkumar Gupta
Arvindkumar Gupta
Simran Bhogal
Lawrence A. Herman
Linda Morris
Paul Hindle
Indexer
Hemangini Bari
Graphics
Sheetal Aute
Abhinash Sahu
Project Coordinator
Nikhil Nair
About the Authors
as a tool to understand biological systems. In particular, Luis analyzes DNA
from microbial communities to characterize their behavior. Luis has also worked
extensively in bioimage informatics—the application of machine learning techniques
for the analysis of images of biological specimens. His main focus is on the processing
and integration of large-scale datasets.
Luis has a PhD from Carnegie Mellon University, one of the leading universities
in the world in the area of machine learning. He is the author of several scientific
publications.
Luis started developing open source software in 1998 as a way to apply real code to
what he was learning in his computer science courses at the Technical University of
Lisbon. In 2004, he started developing in Python and has contributed to several open
source libraries in this language. He is the lead developer on the popular computer
vision package for Python and mahotas, as well as the contributor of several machine
learning codes.
Luis currently divides his time between Luxembourg and Heidelberg.
I thank my wife, Rita, for all her love and support and my daughter,
Anna, for being the best thing ever.
Luis Pedro Coelho
is a computational biologist: someone who uses computers

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