Hands-On Natural Language Processing with Python

Naturallanguageprocessing(NLP)hasfounditsapplicationinvariousdomains,suchaswebsearch,advertisements,andcustomerservices,andwiththehelpofdeeplearning,wecanenhanceitsperformancesintheseareas.Hands-OnNaturalLanguageProcessingwithPythonteachesyouhowtoleveragedeeplearningmodelsforperformingvariousNLPtasks,alongwithbestpracticesindealingwithtoday’sNLPchallenges.Tobeginwith,youwillunderstandthecoreconceptsofNLPanddeeplearning,suchasConvolutionalNeuralNetworks(CNNs),recurrentneuralnetworks(RNNs),semanticembedding,Word2vec,andmore.YouwilllearnhowtoperformeachandeverytaskofNLPusingneuralnetworks,inwhichyouwilltrainanddeployneuralnetworksinyourNLPapplications.YouwillgetaccustomedtousingRNNsandCNNsinvariousapplicationareas,suchastextclassificationandsequencelabeling,whichareessentialintheapplicationofsentimentanalysis,customerservicechatbots,andanomalydetection.YouwillbeequippedwithpracticalknowledgeinordertoimplementdeeplearninginyourlinguisticapplicationsusingPython'spopulardeeplearninglibrary,TensorFlow.Bytheendofthisbook,youwillbewellversedinbuildingdeeplearning-backedNLPapplications,alongwithovercomingNLPchallengeswithbestpracticesdevelopedbydomainexperts.