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ThoughtfulMachineLearningwithPython
ATest-DrivenApproach
MatthewKirk
ThoughtfulMachineLearningwithPython
byMatthewKirk
Copyright©2017MatthewKirk.Allrightsreserved.
PrintedintheUnitedStatesofAmerica.
PublishedbyO’ReillyMedia,Inc.,1005GravensteinHighwayNorth,Sebastopol,CA95472.
O’Reillybooksmaybepurchasedforeducational,business,orsalespromotionaluse.Online
editionsarealsoavailableformosttitles(http://oreilly.com/safari).Formoreinformation,
contactourcorporate/institutionalsalesdepartment:800-998-9938orcorporate@oreilly.com.
Editors:MikeLoukidesandShannonCutt
ProductionEditor:NicholasAdams
Copyeditor:JamesFraleigh
Proofreader:CharlesRoumeliotis
Indexer:WendyCatalano
InteriorDesigner:DavidFutato
CoverDesigner:RandyComer
Illustrator:RebeccaDemarest
January2017:FirstEdition
RevisionHistoryfortheFirstEdition
2017-01-10:FirstRelease
Seehttp://oreilly.com/catalog/errata.csp?isbn=9781491924136forreleasedetails.
TheO’ReillylogoisaregisteredtrademarkofO’ReillyMedia,Inc.ThoughtfulMachine
LearningwithPython,thecoverimage,andrelatedtradedressaretrademarksofO’Reilly
Media,Inc.
Whilethepublisherandtheauthorhaveusedgoodfaitheffortstoensurethattheinformationand
instructionscontainedinthisworkareaccurate,thepublisherandtheauthordisclaimall
responsibilityforerrorsoromissions,includingwithoutlimitationresponsibilityfordamages
resultingfromtheuseoforrelianceonthiswork.Useoftheinformationandinstructions
containedinthisworkisatyourownrisk.Ifanycodesamplesorothertechnologythiswork
containsordescribesissubjecttoopensourcelicensesortheintellectualpropertyrightsof
others,itisyourresponsibilitytoensurethatyourusethereofcomplieswithsuchlicensesand/or
rights.
978-1-491-92413-6
[LSI]
Preface
IwrotethefirsteditionofThoughtfulMachineLearningoutoffrustrationovermycoworkers’
lackofdiscipline.Backin2009Iwasworkingonlotsofmachinelearningprojectsandfound
thatassoonasweintroducedsupportvectormachines,neuralnets,oranythingelse,allofa
suddencommoncodingpracticejustwentoutthewindow.
ThoughtfulMachineLearningwasmyresponse.AtthetimeIwaswriting100%ofmycodein
Rubyandwrotethisbookforthatlanguage.Well,asyoucanimagine,thatwasatoughchallenge,
andI’mexcitedtopresentaneweditionofthisbookrewrittenforPython.Ihavegonethrough
mostofthechapters,changedtheexamples,andmadeitmuchmoreuptodateandusefulfor
peoplewhowillwritemachinelearningcode.Ihopeyouenjoyit.
AsIstatedinthefirstedition,mydoorisalwaysopen.Ifyouwanttotalktomeforanyreason,
feelfreetodropmealineatmatt@matthewkirk.com.AndifyouevermakeittoSeattle,Iwould
lovetomeetyouovercoffee.
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