scaling predictive analytics with data science automation

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1、ScalingPredictiveAnalyticswithDataScienceAutomation主讲人：MaxKanter，FeatureLabsCEO数据改变企业决策，数据改善人类生活WhoamI?•Passionateaboutmakingdatasciencemoreaccessible•FormerstudentandmachinelearningresearcherattheMassachusettsInstituteofTechnology(MIT)•Previously,anengineeratTwitte

2、r,HewlettPackard,TheNewYorkTimes,andFitbitComputerScienceandArtificialIntelligenceLab•Currently,theCEOofFeatureLabs@MIT(Boston,USA)数据改变企业决策，数据改善人类生活WhyisDataScienceImportant?SalesandCustomerEconomicEnergyMarketingBehaviorHealthFinanceDataproblemsAgricultureSupplycha

3、inareeverywhereCyberEnterpriseSportsOperationsDeviceandEducationIOTManufacturing数据改变企业决策，数据改善人类生活TheDataScienceProcess数据改变企业决策，数据改善人类生活FeatureEngineering•Human-driven•Iterative•Mosttimeconsumingpartofdatascienceprocess•BUT,itiskeytodevelopinghighperformingmodelsTypi

4、calfeatureengineeringprocess数据改变企业决策，数据改善人类生活AutomatedFeatureEngineeringInventedatMITin2015数据改变企业决策，数据改善人类生活HowDFSworks1)Definerepositoryof"primitive"functions•Primitiveseachdefinesimpletransformation2)Applyprimitivestocolumnsoracrossrelationships3)"Stack"primitives

5、toformcomplexApplyingDFStoexamplecalculationsdatabase数据改变企业决策，数据改善人类生活ValidatingDeepFeatureSynthesistestedagainstonaverageover100092%1200datascientistsonoftopscoredayssaved数据改变企业决策，数据改善人类生活ValidatingDeepFeatureSynthesis1.ProjectExcitement2.RepeatBuyer3.DropoutPredic

6、tion数据改变企业决策，数据改善人类生活OpenSourceLibraryforDeepFeatureSynthesisInstallforfreeatwww.featuretools.com数据改变企业决策，数据改善人类生活Relationaldata->featurematrixwithonefunction数据改变企业决策，数据改善人类生活ConclusionsWhatisDataScienceAutomation?1.Technologytohelpthosenewtodatascience2.Toolsfortoi

7、mproveexistingdatascientists3.ReadytouseTODAY!(featuretools.com)数据改变企业决策，数据改善人类生活THANKSEmail:max@featurelabs.comTwitter:@maxk数据改变企业决策，数据改善人类生活