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FUNDAMENTALS OF MACHINE LEARNING FOR
PREDICTIVE DATA ANALYTICS
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FUNDAMENTALS OF MACHINE LEARNING FOR
PREDICTIVE DATA ANALYTICS
Algorithms, Worked Examples, and Case Studies
John D. Kelleher
Brian Mac Namee
Aoife D’Arcy
The MIT Press
Cambridge, Massachusetts
London, England
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© 2015 M
assachusetts Institute of Technology
All rights reserved. No part of this book may be reproduced in any form or by any electronic or
mechanical means (including photocopying, recording, or information storage and retrieval)
without permission in writing from the publisher.
MIT Press books may be purchased at special quantity discounts for business or sales promotional
use. For information, please email special_sales@mitpress.mit.edu
This book was set in the
pr
ogramming language by the author. Printed and bound in the United
St
ates of America.
Library of Congress Cataloging-in-Publication Data
Kelleher, John D., 1974
Fundamentals of machine learning for predictive data analytics : algorithms, worked examples,
and case studies / John D. Kelleher, Brian Mac Namee, and Aoife DArcy.
pa
ges cm
Includes bibliographical references and index.
ISBN 978-0-262-02944-5 (hardcover : alk. paper) 1. Machine learning. 2. Data mining. 3.
Prediction theory. I. Mac Namee, Brian, 1978 II. DArcy, Aoife, 1978 III. Title.
Q325.5.K455 2015
006.3’1—dc23
2014046123
10 9 8 7 6 5 4 3 2 1
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To my wife and family,
thank you for your love, support, and patience.
John
To my family.
Brian
To Grandad D’Arcy, for the inspiration.
Aoife
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