Text.Analytics.with.Python

Text.Analytics.with.Python
DeriveusefulinsightsfromyourdatausingPython.Learnthetechniquesrelatedtonaturallanguageprocessingandtextanalytics,andgaintheskillstoknowwhichtechniqueisbestsuitedtosolveaparticularproblem.TextAnalyticswithPythonteachesyoubothbasicandadvancedconcepts,includingtextandlanguagesyntax,structure,semantics.Youwillfocusonalgorithmsandtechniques,suchastextclassification,clustering,topicmodeling,andtextsummarization.Astructuredandcomprehensiveapproachisfollowedinthisbooksothatreaderswithlittleornoexperiencedonotfindthemselvesoverwhelmed.YouwillstartwiththebasicsofnaturallanguageandPythonandmoveontoadvancedanalyticalandmachinelearningconcepts.Youwilllookateachtechniqueandalgorithmwithbothabird'seyeviewtounderstandhowitcanbeusedaswellaswithamicroscopicviewtounderstandthemathematicalconceptsandtoimplementthemtosolveyourownproblems.ThisbookProvidescompletecoverageofthemajorconceptsandtechniquesofnaturallanguageprocessing(NLP)andtextanalyticsIncludespracticalreal-worldexamplesoftechniquesforimplementation,suchasbuildingatextclassificationsystemtocategorizenewsarticles,analyzingapporgamereviewsusingtopicmodelingandtextsummarization,andclusteringpopularmoviesynopsesandanalyzingthesentimentofmoviereviewsShowsimplementationsbasedonPythonandseveralpopularopensourcelibrariesinNLPandtextanalytics,suchasthenaturallanguagetoolkit(nltk),gensim,scikit-learn,spaCyandPatternWhatyouwilllearnNaturalLanguageconceptsAnalyzingTextsyntaxandstructureTextClassificationTextClusteringandSimilarityanalysisTextSummarizationSemanticandSentimentanalysisReadershipThebookisforITprofessionals,analysts,developers,linguisticexperts,datascientists,andanyonewithakeeninterestinlinguistics,analytics,andgeneratinginsightsfrom 本软件ID:9700077