Thoughtful Machine Learning英文电子资料.pdf

Thoughtful Machine Learning英文电子资料.pdf

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时间:2019-03-01

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1、ThoughtfulMachineLearningThoughtfulMachineLearningLearnhowtoapplytest-drivendevelopment(TDD)tomachine-learning“Thisisaveryfascinatingalgorithms—andcatchmistakesthatcouldsinkyouranalysis.Inthisread,anditisagreatpracticalguide,authorMatthewKirktakesyouthroughtheprincipleso

2、fresourcefordevelopersTDDandmachinelearning,andshowsyouhowtoapplyTDDtoseveralmachine-learningalgorithms,includingNaiveBayesianclassifiersandinterestedintheNeuralNetworks.sciencebehindmachineMachine-learningalgorithmsoftenhavetestsbakedin,buttheycan’tlearning.”accountforh

3、umanerrorsincoding.Ratherthanblindlyrelyonmachine-—BradEdigerlearningresultsasmanyresearchershave,youcanmitigatetheriskofauthor,AdvancedRailserrorswithTDDandwriteclean,stablemachine-learningcode.Ifyou’refamiliarwithRuby2.1,you’rereadytostart.“Thisisanawesomebook.”■ApplyT

4、DDtowriteandruntestsbeforeyoustartcoding—StarrHorne■Learnthebestusesandtradeoffsofeightmachine-learningcofounder,HoneybadgeralgorithmsPrettypumpedabout■Usereal-worldexamplestotesteachalgorithmthrough“engaging,hands-onexercises[MatthewKirk]’s■Understandthesimilaritiesbetw

5、eenTDDandthescientificThoughtfulMachinemethodforvalidatingsolutionsLearningbook.”■Beawareoftherisksofmachinelearning,suchasunderfitting—JamesEdwardGrayIIandoverfittingdataconsultant,GraySoftThoughtful■Exploretechniquesforimprovingyourmachine-learningmodelsordataextractio

6、nMatthewKirkisthefounderofModulus7,adatascienceandRubydevelopmentconsultingfirm.MatthewspeaksatconferencesaroundtheworldaboutusingMachinemachinelearninganddatasciencewithRuby.LearningKirkPROGRAMMING/MACHINELEARNINGTwitter:@oreillymediaATEST-DRIVENAPPROACHfacebook.com/ore

7、illyUS$39.99CAN$41.99ISBN:978-1-449-37406-8MatthewKirkwww.it-ebooks.infoThoughtfulMachineLearningThoughtfulMachineLearningLearnhowtoapplytest-drivendevelopment(TDD)tomachine-learning“Thisisaveryfascinatingalgorithms—andcatchmistakesthatcouldsinkyouranalysis.Inthisread,an

8、ditisagreatpracticalguide,authorMatthewKirktakesyouthroughtheprinciplesofresourcefordevelopersTDDandmac

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