Deep Learning for Beginners
Withinformationonthewebexponentiallyincreasing,ithasbecomemoredifficultthanevertonavigatethrougheverythingtofindreliablecontentthatwillhelpyougetstartedwithdeeplearning.Thisbookisdesignedtohelpyouifyou’reabeginnerlookingtoworkondeeplearningandbuilddeeplearningmodelsfromscratch,andalreadyhavethebasicmathematicalandprogrammingknowledgerequiredtogetstarted.Thebookbeginswithabasicoverviewofmachinelearning,guidingyouthroughsettinguppopularPythonframeworks.Youwillalsounderstandhowtopreparedatabycleaningandpreprocessingitfordeeplearning,andgraduallygoontoexploreneuralnetworks.Adedicatedsectionwillgiveyouinsightsintotheworkingofneuralnetworksbyhelpingyougethands-onwithtrainingsingleandmultiplelayersofneurons.Later,youwillcoverpopularneuralnetworkarchitecturessuchasCNNs,RNNs,AEs,VAEs,andGANswiththehelpofsimpleexamples,andyouwillevenbuildmodelsfromscratch.Attheendofeachchapter,youwillfindaquestionandanswersectiontohelpyoutestwhatyou’velearnedthroughthecourseofthebook.Bytheendofthisbook,you’llbewell-versedwithdeeplearningconceptsandhavetheknowledgeyouneedtousespecificalgorithmswithvarioustoolsfordifferenttasks.
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