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MIT.Fundamentals.of.Machine.Learning.for.Predictive.Data.Analytics. MIT.Fundamentals.of.Machine.Learning.for.Predictive.Data.Analytics.
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FUNDAMENTALSOFMACHINELEARNINGFORPREDICTIVE
DATAANALYTICS
FUNDAMENTALSOFMACHINELEARNINGFORPREDICTIVE
DATAANALYTICS
Algorithms,WorkedExamples,andCaseStudies
JohnD.Kelleher
BrianMacNamee
AoifeD’Arcy
TheMITPress
Cambridge,Massachusetts
London,England
©2015MassachusettsInstituteofTechnology
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
storageandretrieval)withoutpermissioninwritingfromthepublisher.
MIT Press books may be purchased at special quantity discounts for business or sales
promotionaluse.Forinformation,pleaseemailspecial_sales@mitpress.mit.edu
Thisbookwassetinthe programminglanguagebytheauthor.Printedandboundin
theUnitedStatesofAmerica.
LibraryofCongressCataloging-in-PublicationData
Kelleher,JohnD.,1974
Fundamentals of machine learning for predictive data analytics : algorithms, worked
examples,andcasestudies/JohnD.Kelleher,BrianMacNamee,andAoifeDArcy.
pagescm
Includesbibliographicalreferencesandindex.
ISBN978-0-262-02944-5(hardcover:alk.paper)1.Machinelearning.2.Datamining.3.
Predictiontheory.I.MacNamee,Brian,1978II.DArcy,Aoife,1978III.Title.
Q325.5.K4552015
006.3’1—dc23
2014046123
10987654321
Tomywifeandfamily,
thankyouforyourlove,support,andpatience.
John
Tomyfamily.
Brian
ToGrandadD’Arcy,fortheinspiration.
Aoife
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