Deep Learning
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An MIT Press book. Ian Goodfellow and Yoshua Bengio and Aaron Courville. Exercises Lectures External Links. The Deep Learning textbook is a resource intended to ... DeepLearning AnMITPressbook IanGoodfellowandYoshuaBengioandAaronCourville Exercises  Lectures  ExternalLinks  TheDeepLearningtextbookisaresourceintendedtohelpstudents andpractitionersenterthefieldofmachinelearningingeneral anddeeplearninginparticular. Theonlineversionofthebookisnowcompleteandwillremain availableonlineforfree. Thedeeplearningtextbookcannowbeorderedon Amazon. Foruptodateannouncements,joinour mailinglist. Citingthebook Tocitethisbook,pleaseusethisbibtexentry: @book{Goodfellow-et-al-2016, title={DeepLearning}, author={IanGoodfellowandYoshuaBengioandAaronCourville}, publisher={MITPress}, note={\url{http://www.deeplearningbook.org}}, year={2016} } TowriteyourowndocumentusingourLaTeXstyle,mathnotation,or tocopyournotationpage,downloadour templatefiles. Erratainpublishededitions DeepLearning TableofContents Acknowledgements Notation 1Introduction PartI:AppliedMathandMachineLearningBasics 2LinearAlgebra 3ProbabilityandInformationTheory 4NumericalComputation 5MachineLearningBasics PartII:ModernPracticalDeepNetworks 6DeepFeedforwardNetworks 7RegularizationforDeepLearning 8OptimizationforTrainingDeepModels 9ConvolutionalNetworks 10SequenceModeling:RecurrentandRecursiveNets 11PracticalMethodology 12Applications PartIII:DeepLearningResearch 13LinearFactorModels 14Autoencoders 15RepresentationLearning 16StructuredProbabilisticModelsforDeepLearning 17MonteCarloMethods 18ConfrontingthePartitionFunction 19ApproximateInference 20DeepGenerativeModels Bibliography Index FAQ CanIgetaPDFofthisbook? No,ourcontractwithMITPressforbidsdistributionoftooeasilycopied electronicformatsofthebook. WhyareyouusingHTMLformatforthewebversionofthebook? ThisformatisasortofweakDRMrequiredbyourcontractwithMITPress. It'sintendedtodiscourageunauthorizedcopying/editing ofthebook. WhatisthebestwaytoprinttheHTMLformat? Printingseemstoworkbestprintingdirectlyfromthebrowser,usingChrome. Otherbrowsersdonotworkaswell. CanItranslatethebookintoChinese? PostsandTelecomPresshaspurchasedtherights. Ifyounoticeanytypos(besidestheknownissueslistedbelow)orhavesuggestionsforexercisestoaddtothe website,donothesitatetocontacttheauthorsdirectlybye-mail at:[email protected] Sincethebookiscompleteandinprint,wedonotmakelargechanges, onlysmallcorrections. Knownissues:InoutdatedversionsoftheEdge browser,the"doesnotequal"signsometimesappearsasthe"equals"sign. Thismayberesolvedbyupdatingtothelatestversion.
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