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Hands-On Deep Learning with R
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Deeplearningenablesefficientandaccuratelearningfromamassiveamountofdata.ThisbookwillhelpyouovercomeanumberofchallengesusingvariousdeeplearningalgorithmsandarchitectureswithRprogramming.Thisbookstartswithabriefoverviewofmachinelearninganddeeplearningandhowtobuildyourfirstneuralnetwork.You’llunderstandthearchitectureofvariousdeeplearningalgorithmsandtheirapplicablefields,learnhowtobuilddeeplearningmodels,optimizehyperparameters,andevaluatemodelperformance.Variousdeeplearningapplicationsinimageprocessing,naturallanguageprocessing(NLP),recommendationsystems,andpredictiveanalyticswillalsobecovered.Laterchapterswillshowyouhowtotacklerecognitionproblemssuchasimagerecognitionandsignaldetection,programmaticallysummarizedocuments,conducttopicmodeling,andforecaststockmarketprices.Towardtheendofthebook,youwilllearnthecommonapplicationsofGANsandhowtobuildafacegenerationmodelusingthem.Finally,you’llgettogripswithusingreinforcementlearninganddeepreinforcementlearningtosolvevariousreal-worldproblems.Bytheendofthisdeeplearningbook,youwillbeabletobuildanddeployyourowndeeplearningapplicationsusingappropriateframeworksandalgorithms.