Doing Data Science:Straight Talk from the Frontline
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九五品
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作者Cathy、Rachel Schutt 著
出版社O'Reilly Media
出版时间2013-10
版次1
装帧平装
上书时间2024-07-10
商品详情
- 品相描述:九五品
图书标准信息
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作者
Cathy、Rachel Schutt 著
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出版社
O'Reilly Media
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出版时间
2013-10
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版次
1
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ISBN
9781449358655
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定价
518.70元
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装帧
平装
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开本
其他
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纸张
其他
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页数
406页
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正文语种
英语
- 【内容简介】
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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】
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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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