The Deep Learning Workshop
Areyoufascinatedbyhowdeeplearningpowersintelligentapplicationssuchasself-drivingcars,virtualassistants,facialrecognitiondevices,andchatbotstoprocessdataandsolvecomplexproblems?Whetheryouarefamiliarwithmachinelearningorarenewtothisdomain,TheDeepLearningWorkshopwillmakeiteasyforyoutounderstanddeeplearningwiththehelpofinterestingexamplesandexercisesthroughout.Thebookstartsbyhighlightingtherelationshipbetweendeeplearning,machinelearning,andartificialintelligenceandhelpsyougetcomfortablewiththeTensorFlow2.0programmingstructureusinghands-onexercises.You’llunderstandneuralnetworks,thestructureofaperceptron,andhowtouseTensorFlowtocreateandtrainmodels.Thebookwillthenletyouexplorethefundamentalsofcomputervisionbyperformingimagerecognitionexerciseswithconvolutionalneuralnetworks(CNNs)usingKeras.Asyouadvance,you’llbeabletomakeyourmodelmorepowerfulbyimplementingtextembeddingandsequencingthedatausingpopulardeeplearningsolutions.Finally,you’llgettogripswithbidirectionalrecurrentneuralnetworks(RNNs)andbuildgenerativeadversarialnetworks(GANs)forimagesynthesis.Bytheendofthisdeeplearningbook,you’llhavelearnedtheskillsessentialforbuildingdeeplearningmodelswithTensorFlowandKeras.
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