[building.machine.learning.systems.with.pytho

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1、BuildingMachineLearningSystemswithPythonMastertheartofmachinelearningwithPythonandbuildeffectivemachinelearningsystemswiththisintensivehands-onguideWilliRichertLuisPedroCoelhoBIRMINGHAM-MUMBAIBuildingMachineLearningSystemswithPythonCopyright©2013PacktPublishingAllrightsreserved.N

2、opartofthisbookmaybereproduced,storedinaretrievalsystem,ortransmittedinanyformorbyanymeans,withoutthepriorwrittenpermissionofthepublisher,exceptinthecaseofbriefquotationsembeddedincriticalarticlesorreviews.Everyefforthasbeenmadeinthepreparationofthisbooktoensuretheaccuracyofthein

3、formationpresented.However,theinformationcontainedinthisbookissoldwithoutwarranty,eitherexpressorimplied.Neithertheauthors,norPacktPublishing,anditsdealersanddistributorswillbeheldliableforanydamagescausedorallegedtobecauseddirectlyorindirectlybythisbook.PacktPublishinghasendeavo

4、redtoprovidetrademarkinformationaboutallofthecompaniesandproductsmentionedinthisbookbytheappropriateuseofcapitals.However,PacktPublishingcannotguaranteetheaccuracyofthisinformation.Firstpublished:July2013ProductionReference:1200713PublishedbyPacktPublishingLtd.LiveryPlace35Livery

5、StreetBirminghamB32PB,UK.ISBN978-1-78216-140-0www.packtpub.comCoverImagebyAsherWishkerman(a.wishkerman@mpic.de)CreditsAuthorsProjectCoordinatorWilliRichertAnuragBanerjeeLuisPedroCoelhoProofreaderReviewersPaulHindleMatthieuBrucherMikeDriscollIndexerTejalR.SoniMauriceHTLingGraphics

6、AcquisitionEditorAbhinashSahuKartikeyPandeyProductionCoordinatorLeadTechnicalEditorAditiGajjarMayurHuleCoverWorkTechnicalEditorsAditiGajjarSharvariH.BaetRuchitaBhansaliAthiraLajiZafeerRaisCopyEditorsInsiyaMorbiwalaAdityaNairAlfidaPaivaLaxmiSubramanianAbouttheAuthorsWilliRichertha

7、saPhDinMachineLearningandRobotics,andhecurrentlyworksforMicrosoftintheCoreRelevanceTeamofBing,whereheisinvolvedinavarietyofmachinelearningareassuchasactivelearningandstatisticalmachinetranslation.ThisbookwouldnothavebeenpossiblewithoutthesupportofmywifeNatalieandmysonsLinusandMor

8、itz.Iamalsoespeciallygratefulforthemanyf