Hands-On Data Analysis with Scala
Efficientbusinessdecisionswithanaccuratesenseofbusinessdatahelpsindeliveringbetterperformanceacrossproductsandservices.ThisbookhelpsyoutoleveragethepopularScalalibrariesandtoolsforperformingcoredataanalysistaskswithease.Thebookbeginswithaquickoverviewofthebuildingblocksofastandarddataanalysisprocess.YouwilllearntoperformbasictaskslikeExtraction,Staging,Validation,Cleaning,andShapingofdatasets.Youwilllaterdeepdiveintothedataexplorationandvisualizationareasofthedataanalysislifecycle.YouwillmakeuseofpopularScalalibrarieslikeSaddle,Breeze,Vegas,andPredictionIOforprocessingyourdatasets.Youwilllearnstatisticalmethodsforderivingmeaningfulinsightsfromdata.YouwillalsolearntocreateapplicationsforApacheSpark2.xoncomplexdataanalysis,inreal-time.Youwilldiscovertraditionalmachinelearningtechniquesfordoingdataanalysis.Furthermore,youwillalsobeintroducedtoneuralnetworksanddeeplearningfromadataanalysisstandpoint.Bytheendofthisbook,youwillbecapableofhandlinglargesetsofstructuredandunstructureddata,performexploratoryanalysis,andbuildingefficientScalaapplicationsfordiscoveringanddeliveringinsights
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