Neural Networks with Keras Cookbook
Thisbookwilltakeyoufromthebasicsofneuralnetworkstoadvancedimplementationsofarchitecturesusingarecipe-basedapproach.Wewilllearnabouthowneuralnetworksworkandtheimpactofvarioushyperparametersonanetwork'saccuracyalongwithleveragingneuralnetworksforstructuredandunstructureddata.Later,wewilllearnhowtoclassifyanddetectobjectsinimages.Wewillalsolearntousetransferlearningformultipleapplications,includingaself-drivingcarusingConvolutionalNeuralNetworks.WewillgenerateimageswhileleveragingGANsandalsobyperformingimageencoding.Additionally,wewillperformtextanalysisusingwordvectorbasedtechniques.Later,wewilluseRecurrentNeuralNetworksandLSTMtoimplementchatbotandMachineTranslationsystems.Finally,youwilllearnabouttranscribingimages,audio,andgeneratingcaptionsandalsouseDeepQ-learningtobuildanagentthatplaysSpaceInvadersgame.Bytheendofthisbook,youwillhavedevelopedtheskillstochooseandcustomizemultipleneuralnetworkarchitecturesforvariousdeeplearningproblemsyoumightencounter.
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