機(jī)器學(xué)習(xí)(deep learning)牛人geoff hinton學(xué)生20_第1頁
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1、TRAININGRECURRENTNEURALWKSbyIlyaSutskeverAthesissubmittedinconfmitywiththerequirementsfthedegreeofDoctofPhilosophyGraduateDepartmentofComputerScienceUniversityofTontoCopyrightc?2013byIlyaSutskeverAcknowledgementsBeingaPh

2、DstudentinthemachinelearninggroupoftheUniversityofTontowaslotsoffunjoiningitwasoneofthebestdecisionsthatIhaveevermade.IwanttothankmyadviserGeoffHinton.Geofftaughtmehowtoreallydoresearchourmeetingswerethehighlightofmyweek

3、.Heisanexcellentmentwhogavemethefreedomtheencouragementtopursuemyownideastheopptunitytoattendmanyconferences.Meimptantlyhegavemehisunfailinghelpsupptwheneveritwasneeded.Iamgratefulfhavingbeenhisstudent.Iamftunatetohavebe

4、enapartofsuchanincrediblyfantasticMLgroup.Itrulythinkso.Theatmospherefacultypostdocsstudentswereoutstinginalldimensionswithoutexaggeration.IwanttothankmycommitteeRadfdNealToniPitassiinparticularfagreeingtoreadmythesissoq

5、uickly.IwanttothankRichfenjoyableconversationsflettingmeattendtheZgroupmeetings.Iwanttothankthecurrentlearningstudentspostdocsfmakingthelearninglabsuchafunenvironment:AbdelRahmanMohamedAlexGravesAlexKrizhevskylieTangChri

6、sMaddisonDannyTarlowEmilyDentonGegeDahlJamesMartensJasperSnoekMaksVolkovsNavdeepJaitlyNitishSrivastavaVladMnih.IwanttothankmyofficematesKevinSwerskyLaurentlinTijmenTielemanfmakingmelookfwardtoarrivingtotheoffice.Ialsowan

7、ttothankthefmerstudentspostdocswhosetimeinthegroupoverlappedwithmine:AmitGruberriyMnihHugoLarochelleIainMurrayJimHuangInmarGivoniNikolaKaramanovRuslanSalakhutdinovRyanP.AdamsVinodNair.ItwaslotsoffunwkingwithChrisMaddison

8、inthesummerof2011.Iamdeeplyindebtedtomycollabats:riyMnihlieTangDannyTarlowGegeDahlGrahamTaylJamesCookJoshTenenbaumKevinSwerskyNitishSrivastavaRuslanSalakhutdinovRyanP.AdamsTimLillicrapTijmenTielemanTomaˇsMikolovVinodNair

9、especiallytoAlexKrizhevskyJamesMartens.IamgratefultoDannyTarlowfdiscoveringTtoReluPatrufstimulatingconversationsfkeepingourcomputerswkingsmoothlytoLunaKeshwahfherexcellentadministrativesuppt.Iwanttothankstudentsinothergr

10、oupsfmakingschoolevenmeenjoyable:AbeHeifetsAidaNematzadehAminTootoonchianFernoFlesMangasIzharWallachLenaSimineNicolinLibbyBarakMichaLivneMiskoDzambaMohammadNouziionBuskeSiavashKazemianSiavoshBenabbasTasosZouziasVaradaKol

11、hatkaYuliaEskinYuvalFilmusanyoneelseImighthavefgot.AveryspecialthanksgoestoAnnatKenfmakingthewritingofthethesismeenjoyablefproofreadingit.ButmostofallIwanttoexpressthedeepestgratitudetomyfamilyespeciallytomyparentswhohav

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