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.