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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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- Summary
- Processing failures
- Input data errors
- Reliability considerations
品牌：中圖公司
上架時(shí)間：2021-06-24 12:21:00
出版社：Packt Publishing
本書(shū)數(shù)字版權(quán)由中圖公司提供，并由其授權(quán)上海閱文信息技術(shù)有限公司制作發(fā)行
