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.