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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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FUNDAMENTALSOFMACHINELEARNINGFORPREDICTIVE

DATAANALYTICS

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

©2015Massachusetts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 programminglanguagebytheauthor.Printedandboundin

theUnitedStates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.

pages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

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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