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.
·9.3萬字
