Applied Unsupervised Learning with Python
Unsupervisedlearningisausefulandpracticalsolutioninsituationswherelabeleddataisnotavailable.AppliedUnsupervisedLearningwithPythonguidesyouonthebestpracticesforusingunsupervisedlearningtechniquesintandemwithPythonlibrariesandextractingmeaningfulinformationfromunstructureddata.Thecoursebeginsbyexplaininghowbasicclusteringworkstofindsimilardatapointsinaset.Onceyouarewellversedwiththek-meansalgorithmandhowitoperates,you’lllearnwhatdimensionalityreductionisandwheretoapplyit.Asyouprogress,you’lllearnvariousneuralnetworktechniquesandhowtheycanimproveyourmodel.Whilestudyingtheapplicationsofunsupervisedlearning,youwillalsounderstandhowtominetopicsthataretrendingonTwitterandFacebookandbuildanewsrecommendationengineforusers.YouwillcompletethecoursebychallengingyourselfthroughvariousinterestingactivitiessuchasperformingaMarketBasketAnalysisandidentifyingrelationshipsbetweendifferentmerchandises.Bytheendofthiscourse,youwillhavetheskillsyouneedtoconfidentlybuildyourownmodelsusingPython.
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