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.