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1、ScalingPredictiveAnalyticswithDataScienceAutomation主講人：MaxKanter，F(xiàn)eatureLabsCEO數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活WhoamI??Passionateaboutmakingdatasciencemoreaccessible?FormerstudentandmachinelearningresearcherattheMassachusettsInstituteofTechnology(MIT)?Previously,anengineeratTwitte
2、r,HewlettPackard,TheNewYorkTimes,andFitbitComputerScienceandArtificialIntelligenceLab?Currently,theCEOofFeatureLabs@MIT(Boston,USA)數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活WhyisDataScienceImportant?SalesandCustomerEconomicEnergyMarketingBehaviorHealthFinanceDataproblemsAgricultureSupplycha
3、inareeverywhereCyberEnterpriseSportsOperationsDeviceandEducationIOTManufacturing數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活TheDataScienceProcess數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活FeatureEngineering?Human-driven?Iterative?Mosttimeconsumingpartofdatascienceprocess?BUT,itiskeytodevelopinghighperformingmodelsTypi
4、calfeatureengineeringprocess數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活A(yù)utomatedFeatureEngineeringInventedatMITin2015數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活HowDFSworks1)Definerepositoryof"primitive"functions?Primitiveseachdefinesimpletransformation2)Applyprimitivestocolumnsoracrossrelationships3)"Stack"primitives
5、toformcomplexApplyingDFStoexamplecalculationsdatabase數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活ValidatingDeepFeatureSynthesistestedagainstonaverageover100092%1200datascientistsonoftopscoredayssaved數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活ValidatingDeepFeatureSynthesis1.ProjectExcitement2.RepeatBuyer3.DropoutPredic
6、tion數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活OpenSourceLibraryforDeepFeatureSynthesisInstallforfreeatwww.featuretools.com數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活Relationaldata->featurematrixwithonefunction數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活ConclusionsWhatisDataScienceAutomation?1.Technologytohelpthosenewtodatascience2.Toolsfortoi
7、mproveexistingdatascientists3.ReadytouseTODAY!(featuretools.com)數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活THANKSEmail:max@featurelabs.comTwitter:@maxk數(shù)據(jù)改變企業(yè)決策，數(shù)據(jù)改善人類生活
