DeepLearigSpecializatio
ProjectsfromtheDeepLearigSpecializatiofromdeeplearig.aiofferedbyCoursera.
Istructor:AdrewNg
MasterDeepLearigadBreakItoAIIfyouwattobreakitoAI,thisSpecializatiowillhelpyoudoso.DeepLearigisoeofthemosthighlysoughtafterskillsitech.WewillhelpyoubecomegoodatDeepLearig.
Ifivecourses,youwilllearthefoudatiosofDeepLearig,uderstadhowtobuildeuraletworks,adlearhowtoleadsuccessfulmachielearigprojects.YouwilllearaboutCovolutioaletworks,RNNs,LSTM,Adam,Dropout,BatchNorm,Xavier/Heiitializatio,admore.Youwillworkocasestudiesfromhealthcare,autoomousdrivig,siglaguagereadig,musicgeeratio,adaturallaguageprocessig.Youwillmasterotolythetheory,butalsoseehowitisappliediidustry.YouwillpracticealltheseideasiPythoadiTesorFlow,whichwewillteach.
YouwillalsohearfrommaytopleadersiDeepLearig,whowillsharewithyoutheirpersoalstoriesadgiveyoucareeradvice.
AIistrasformigmultipleidustries.Afterfiishigthisspecializatio,youwilllikelyfidcreativewaystoapplyittoyourwork.
ProgrammigAssigemetsCourse1:NeuralNetworksadDeepLearig
Week2-PA1-LogisticRegresssioasaNeuralNetworkWeek2-PA2-PythoBasicswithNumpyWeek3-PA1-PlaardataclassificatiowithoehiddelayerWeek4-PA1-BuildigyourDeepNeuralNetworkStepbyStepWeek4-PA2-DeepNeuralNetworkApplicatio_ImageClassificatioCourse2:ImprovigNeuralNetworks
Week1-PA1-GradietChecckigWeek1-PA2-RegularisatioWeek1-PA3-IitializatioWeek2-PA1-OptimizatioMethodsWeek3-PA1-TesorflowTutorialCourse4:CovolutioalNeuralNetworks
Week1-PA1-CovolutioalModelWeek2-PA1-KerasTutorialWeek2-PA2-ResNetsWeek3-PA1-CarDetectioforAutoomousDrivigWeek4-PA1-FaceRecogitioWeek4-PA2-NeuralStyleTrasferCourse5:SequeceModels
Week1-PA1-BuildigaRNNstepbystepWeek1-PA2-DiosaurIsladWeek1-PA3-JazzImrpovisatiowithLSTMWeek2-PA1-EmojifyWeek2-PA2-WordVectorRepresetatioWeek3-PA1-MachieTraslatioWeek3-PA2-TriggerWordDetectioPrerequisitesTheCodeiswritteiPytho3.6.5.Ifyoudo'thavePythoistalledyoucafidithere.IfyouareusigalowerversioofPythoyoucaupgradeusigthepippackage,esurigyouhavethelatestversioofpip.
ToistallpipruithecommadLie
pytho-mesurepip--default-piptoupgradeit
pytho-mpipistall--upgradepipsetuptoolswheeltoupgradePytho
pipistallpytho--upgradeYouwillalsoeedtoistalladditioalpackagesdepedigtheCourseyouarefollowigadtherelevatassigemet.SeperateReadMeswillguideyouforeachidividualcourse
ViewigtheJupyterNotebookIordertobetterviewadworkothejupyterNotebookIecourageyoutousebviewer.Youcasimplycopyadpastetheliktothiswebsiteadyouwillbeabletoedititwithoutayproblem.Alterativelyyoucacloetherepositoryusig
gitcloehttps://github.com/fotisk07/Deep-Learig/theithecommadLietype,afteryouhavedowloadedjupyterotebooktype
jyputerotebooklocatetheotebookadruit.
DisclaimerPleaseusethisrepositoryONLYasrefereceorforhelpaddoothardcopyadpastetheassigemets.
CotributigPleasereadCONTRIBUTING.mdfortheprocessforsubmittigpullrequests.
AuthorsFotiosKapotos-IitialworkThisprojectislicesedudertheMITLicese-seetheLICENSE.mdfilefordetails
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