future-of-machine-intelligence.pdf

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1、TheFutureofMachineIntelligencePerspectivesfromLeadingPractitionersDavidBeyerTheFutureofMachineIntelligencePerspectivesfromLeadingPractitionersDavidBeyerBeijingBostonFarnhamSebastopolTokyoTheFutureofMachineIntelligencebyDavidBeyerCopyright©2016O’ReillyMediaInc.Allrightsreserved.P

2、rintedintheUnitedStatesofAmerica.PublishedbyO’ReillyMedia,Inc.,1005GravensteinHighwayNorth,Sebastopol,CA95472.O’Reillybooksmaybepurchasedforeducational,business,orsalespromotionaluse.Onlineeditionsarealsoavailableformosttitles(http://safaribooksonline.com).Formoreinformation,con

3、tactourcorporate/institutionalsalesdepartment:800-998-9938orcorporate@oreilly.com.Editor:ShannonCuttCoverDesigner:RandyComerProductionEditor:NicoleShelbyIllustrator:RebeccaDemarestInteriorDesigner:DavidFutatoFebruary2016:FirstEditionRevisionHistoryfortheFirstEdition2016-02-29:Fi

4、rstReleaseTheO’ReillylogoisaregisteredtrademarkofO’ReillyMedia,Inc.TheFutureofMachineIntelligence,thecoverimage,andrelatedtradedressaretrademarksofO’ReillyMedia,Inc.Whilethepublisherandtheauthorhaveusedgoodfaitheffortstoensurethattheinformationandinstructionscontainedinthisworka

5、reaccurate,thepublisherandtheauthordisclaimallresponsibilityforerrorsoromissions,includingwithoutlimi‐tationresponsibilityfordamagesresultingfromtheuseoforrelianceonthiswork.Useoftheinformationandinstructionscontainedinthisworkisatyourownrisk.Ifanycodesamplesorothertechnologythi

6、sworkcontainsordescribesissubjecttoopensourcelicensesortheintellectualpropertyrightsofothers,itisyourresponsi‐bilitytoensurethatyourusethereofcomplieswithsuchlicensesand/orrights.978-1-491-93230-8[LSI]TableofContentsIntroduction..................................................v

7、ii1.AnimaAnandkumar:LearninginHigherDimensions.............12.YoshuaBengio:MachinesThatDream..........................93.BrendanFrey:DeepLearningMeetsGenomeBiology............174.RistoMiikkulainen:SteppingStonesandUnexpectedSolutionsinEvolutionaryComputing.......................

8、..............255.BenjaminRecht:MachineLearning