Python Deep Learning
Withthesurgeinartificialintelligenceinapplicationscateringtobothbusinessandconsumerneeds,deeplearningismoreimportantthaneverformeetingcurrentandfuturemarketdemands.Withthisbook,you’llexploredeeplearning,andlearnhowtoputmachinelearningtouseinyourprojects.ThissecondeditionofPythonDeepLearningwillgetyouuptospeedwithdeeplearning,deepneuralnetworks,andhowtotrainthemwithhigh-performancealgorithmsandpopularPythonframeworks.You’lluncoverdifferentneuralnetworkarchitectures,suchasconvolutionalnetworks,recurrentneuralnetworks,longshort-termmemory(LSTM)networks,andcapsulenetworks.You’llalsolearnhowtosolveproblemsinthefieldsofcomputervision,naturallanguageprocessing(NLP),andspeechrecognition.You'llstudygenerativemodelapproachessuchasvariationalautoencodersandGenerativeAdversarialNetworks(GANs)togenerateimages.Asyoudelveintonewlyevolvedareasofreinforcementlearning,you’llgainanunderstandingofstate-of-the-artalgorithmsthatarethemaincomponentsbehindpopulargamesGo,Atari,andDota.Bytheendofthebook,youwillbewell-versedwiththetheoryofdeeplearningalongwithitsreal-worldapplications.
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