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Doing Data Science：Straight Talk from the Frontline

Doing Data Science：Straight Talk from the Frontline
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作者: 著 , 著
出版社: O'Reilly Media
2013-10
版次: 1
ISBN: 9781449358655
定价: 518.70
装帧: 平装
开本: 其他
纸张: 其他
页数: 406页
正文语种: 英语
分类: 外文古旧书>英文书>计算机与互联网
1 张插图图片
  • Nowthatpeopleareawarethatdatacanmakethedifferenceinanelectionorabusinessmodel,datascienceasanoccupationisgainingground.Buthowcanyougetstartedworkinginawide-ranging,interdisciplinaryfieldthat’ssocloudedinhype?Thisinsightfulbook,basedonColumbiaUniversity’sIntroductiontoDataScienceclass,tellsyouwhatyouneedtoknow.Inmanyofthesechapter-longlectures,datascientistsfromcompaniessuchasGoogle,Microsoft,andeBaysharenewalgorithms,methods,andmodelsbypresentingcasestudiesandthecodetheyuse.Ifyou’refamiliarwithlinearalgebra,probability,andstatistics,andhaveprogrammingexperience,thisbookisanidealintroductiontodatascience.Topicsinclude:Statisticalinference,exploratorydataanalysis,andthedatascienceprocessAlgorithmsSpamfilters,NaiveBayes,anddatawranglingLogisticregressionFinancialmodelingRecommendationenginesandcausalityDatavisualizationSocialnetworksanddatajournalismDataengineering,MapReduce,Pregel,andHadoopDoingDataScienceiscollaborationbetweencourseinstructorRachelSchutt,SeniorVPofDataScienceatNewsCorp,anddatascienceconsultantCathyO’Neil,aseniordatascientistatJohnsonResearchLabs,whoattendedandbloggedaboutthecourse. CathyO’NeilearnedaPh.D.inmathfromHarvard,waspostdocattheMITmathdepartment,andaprofessoratBarnardCollegewhereshepublishedanumberofresearchpapersinarithmeticalgebraicgeometry.Shethenchuckeditandswitchedovertotheprivatesector.SheworkedasaquantforthehedgefundD.E.Shawinthemiddleofthecreditcrisis,andthenforRiskMetrics,arisksoftwarecompanythatassessesriskfortheholdingsofhedgefundsandbanks.SheiscurrentlyadatascientistontheNewYorkstart-upscene,writesablogatmathbabe.org,andisinvolvedwithOccupyWallStreet.

    RachelSchuttistheSeniorVicePresidentforDataScienceatNewsCorp.SheearnedaPhDinStatisticsfromColumbiaUniversity,andwasastatisticianatGoogleResearchforseveralyears.SheisanadjunctprofessorinColumbia’sDepartmentofStatisticsandafoundingmemberoftheEducationCommitteefortheInstituteforDataSciencesandEngineeringatColumbia.SheholdsseveralpendingpatentsbasedonherworkatGoogle,whereshehelpedbuilduser-facingproductsbyprototypingalgorithmsandbuildingmodelstounderstanduserbehavior.Shehasamaster'sdegreeinmathematicsfromNYU,andamaster'sdegreeinEngineering-EconomicSystemsandOperationsResearchfromStanfordUniversity.HerundergraduatedegreeisinHonorsMathematicsfromtheUniversityofMichigan.
  • 内容简介:
    Nowthatpeopleareawarethatdatacanmakethedifferenceinanelectionorabusinessmodel,datascienceasanoccupationisgainingground.Buthowcanyougetstartedworkinginawide-ranging,interdisciplinaryfieldthat’ssocloudedinhype?Thisinsightfulbook,basedonColumbiaUniversity’sIntroductiontoDataScienceclass,tellsyouwhatyouneedtoknow.Inmanyofthesechapter-longlectures,datascientistsfromcompaniessuchasGoogle,Microsoft,andeBaysharenewalgorithms,methods,andmodelsbypresentingcasestudiesandthecodetheyuse.Ifyou’refamiliarwithlinearalgebra,probability,andstatistics,andhaveprogrammingexperience,thisbookisanidealintroductiontodatascience.Topicsinclude:Statisticalinference,exploratorydataanalysis,andthedatascienceprocessAlgorithmsSpamfilters,NaiveBayes,anddatawranglingLogisticregressionFinancialmodelingRecommendationenginesandcausalityDatavisualizationSocialnetworksanddatajournalismDataengineering,MapReduce,Pregel,andHadoopDoingDataScienceiscollaborationbetweencourseinstructorRachelSchutt,SeniorVPofDataScienceatNewsCorp,anddatascienceconsultantCathyO’Neil,aseniordatascientistatJohnsonResearchLabs,whoattendedandbloggedaboutthecourse.
  • 作者简介:
    CathyO’NeilearnedaPh.D.inmathfromHarvard,waspostdocattheMITmathdepartment,andaprofessoratBarnardCollegewhereshepublishedanumberofresearchpapersinarithmeticalgebraicgeometry.Shethenchuckeditandswitchedovertotheprivatesector.SheworkedasaquantforthehedgefundD.E.Shawinthemiddleofthecreditcrisis,andthenforRiskMetrics,arisksoftwarecompanythatassessesriskfortheholdingsofhedgefundsandbanks.SheiscurrentlyadatascientistontheNewYorkstart-upscene,writesablogatmathbabe.org,andisinvolvedwithOccupyWallStreet.

    RachelSchuttistheSeniorVicePresidentforDataScienceatNewsCorp.SheearnedaPhDinStatisticsfromColumbiaUniversity,andwasastatisticianatGoogleResearchforseveralyears.SheisanadjunctprofessorinColumbia’sDepartmentofStatisticsandafoundingmemberoftheEducationCommitteefortheInstituteforDataSciencesandEngineeringatColumbia.SheholdsseveralpendingpatentsbasedonherworkatGoogle,whereshehelpedbuilduser-facingproductsbyprototypingalgorithmsandbuildingmodelstounderstanduserbehavior.Shehasamaster'sdegreeinmathematicsfromNYU,andamaster'sdegreeinEngineering-EconomicSystemsandOperationsResearchfromStanfordUniversity.HerundergraduatedegreeisinHonorsMathematicsfromtheUniversityofMichigan.
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