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Thoughtful

Machine

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Python

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ThoughtfulMachineLearningwithPython

ATest-DrivenApproach

MatthewKirk

ThoughtfulMachineLearningwithPython

byMatthewKirk

PrintedintheUnitedStatesofAmerica.

PublishedbyO’ReillyMedia,Inc.,1005GravensteinHighwayNorth,Sebastopol,CA95472.

O’Reillybooksmaybepurchasedforeducational,business,orsalespromotionaluse.Online

editionsarealsoavailableformosttitles(http://oreilly.com/safari).Formoreinformation,

contactourcorporate/institutionalsalesdepartment:800-998-9938orcorporate@oreilly.com.

Editors:MikeLoukidesandShannonCutt

ProductionEditor:NicholasAdams

Copyeditor:JamesFraleigh

Proofreader:CharlesRoumeliotis

Indexer:WendyCatalano

InteriorDesigner:DavidFutato

CoverDesigner:RandyComer

Illustrator:RebeccaDemarest

January2017:FirstEdition

RevisionHistoryfortheFirstEdition

2017-01-10:FirstRelease

Seehttp://oreilly.com/catalog/errata.csp?isbn=9781491924136forreleasedetails.

TheO’ReillylogoisaregisteredtrademarkofO’ReillyMedia,Inc.ThoughtfulMachine

LearningwithPython,thecoverimage,andrelatedtradedressaretrademarksofO’Reilly

Media,Inc.

Whilethepublisherandtheauthorhaveusedgoodfaitheffortstoensurethattheinformationand

instructionscontainedinthisworkareaccurate,thepublisherandtheauthordisclaimall

responsibilityforerrorsoromissions,includingwithoutlimitationresponsibilityfordamages

resultingfromtheuseoforrelianceonthiswork.Useoftheinformationandinstructions

containedinthisworkisatyourownrisk.Ifanycodesamplesorothertechnologythiswork

containsordescribesissubjecttoopensourcelicensesortheintellectualpropertyrightsof

others,itisyourresponsibilitytoensurethatyourusethereofcomplieswithsuchlicensesand/or

rights.

978-1-491-92413-6

[LSI]

Preface

IwrotethefirsteditionofThoughtfulMachineLearningoutoffrustrationovermycoworkers’

lackofdiscipline.Backin2009Iwasworkingonlotsofmachinelearningprojectsandfound

thatassoonasweintroducedsupportvectormachines,neuralnets,oranythingelse,allofa

suddencommoncodingpracticejustwentoutthewindow.

ThoughtfulMachineLearningwasmyresponse.AtthetimeIwaswriting100%ofmycodein

Rubyandwrotethisbookforthatlanguage.Well,asyoucanimagine,thatwasatoughchallenge,

andI’mexcitedtopresentaneweditionofthisbookrewrittenforPython.Ihavegonethrough

mostofthechapters,changedtheexamples,andmadeitmuchmoreuptodateandusefulfor

peoplewhowillwritemachinelearningcode.Ihopeyouenjoyit.

AsIstatedinthefirstedition,mydoorisalwaysopen.Ifyouwanttotalktomeforanyreason,

feelfreetodropmealineatmatt@matthewkirk.com.AndifyouevermakeittoSeattle,Iwould

lovetomeetyouovercoffee.

剩余318页未读，继续阅读

lee_carp

2018-03-19

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Thoughtful Machine Learning with Python: A Test-Driven Approach

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你好！我是一个性格内向、深思熟虑、乐于学习的高中生。我深知学习是成长的必经之路，因此我努力地学习新知识，不断提高自己。我擅长语文和数学，乐于分享与他人，也喜欢做一些有意义的事情。尽管我性格内向，但我也善于与人沟通，善于从别人的角度思考问题，这也是我的优势所在。我乐于接受新的挑战，并且乐于与他人分享我的想法和见解。我希望能够和我的同学们一起努力，共同进步，创造出更美好的未来。

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First of all, we would like to thank the editors and anonymous reviewers for their time and effort. Both the reviewers’ thoughtful comments and suggestions have been carefully considered and most of them have been incorporated in the revised manuscript, and they have indeed enhanced the manuscript. Our detailed point-by-point responses to the comments are offered below. Also, revisions and English editing in the manuscript have been made.

非常感谢编辑和匿名评审为这篇论文花费的时间和精力。我们仔细考虑了评论者的深思熟虑的意见和建议，并且在修改的论文中大部分都被考虑到，它们的确提升了论文的质量。我们在下文中对评论者的每一点意见都做出了详细的回应。此外，论文中的修改和英文编辑也已完成。

Thoughtful Machine Learning with Python A Test-Driven Approach

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