building machine learning systems with python - richert, coelho

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1、BuildingMachineLearningSystemswithPythonMastertheartofmachinelearningwithPythonandbuildeffectivemachinelearningsystemswiththisintensivehands-onguideWilliRichertLuisPedroCoelhoBIRMINGHAM-MUMBAIBuildingMachineLearningSystemswithPythonCopyright©2013PacktPublishingAll

2、rightsreserved.Nopartofthisbookmaybereproduced,storedinaretrievalsystem,ortransmittedinanyformorbyanymeans,withoutthepriorwrittenpermissionofthepublisher,exceptinthecaseofbriefquotationsembeddedincriticalarticlesorreviews.Everyefforthasbeenmadeinthepreparationofth

3、isbooktoensuretheaccuracyoftheinformationpresented.However,theinformationcontainedinthisbookissoldwithoutwarranty,eitherexpressorimplied.Neithertheauthors,norPacktPublishing,anditsdealersanddistributorswillbeheldliableforanydamagescausedorallegedtobecauseddirectly

4、orindirectlybythisbook.PacktPublishinghasendeavoredtoprovidetrademarkinformationaboutallofthecompaniesandproductsmentionedinthisbookbytheappropriateuseofcapitals.However,PacktPublishingcannotguaranteetheaccuracyofthisinformation.Firstpublished:July2013ProductionRe

5、ference:1200713PublishedbyPacktPublishingLtd.LiveryPlace35LiveryStreetBirminghamB32PB,UK.ISBN978-1-78216-140-0www.packtpub.comCoverImagebyAsherWishkerman(a.wishkerman@mpic.de)CreditsAuthorsProjectCoordinatorWilliRichertAnuragBanerjeeLuisPedroCoelhoProofreaderRevie

6、wersPaulHindleMatthieuBrucherMikeDriscollIndexerTejalR.SoniMauriceHTLingGraphicsAcquisitionEditorAbhinashSahuKartikeyPandeyProductionCoordinatorLeadTechnicalEditorAditiGajjarMayurHuleCoverWorkTechnicalEditorsAditiGajjarSharvariH.BaetRuchitaBhansaliAthiraLajiZafeer

7、RaisCopyEditorsInsiyaMorbiwalaAdityaNairAlfidaPaivaLaxmiSubramanianAbouttheAuthorsWilliRicherthasaPhDinMachineLearningandRobotics,andhecurrentlyworksforMicrosoftintheCoreRelevanceTeamofBing,whereheisinvolvedinavarietyofmachinelearningareassuchasactivelearningandst

8、atisticalmachinetranslation.ThisbookwouldnothavebeenpossiblewithoutthesupportofmywifeNatalieandmysonsLinusandMoritz.Iamalsoespeciallygratefulforthemanyf