教程-Applied Statistics using R with Data Processing

MP4|Video:h264,1280x720|Audio:AAC,44.1KHz,2Ch
Genre:eLearning|Language:English|Duration:2hours|Size:1.03GB
AppliedStatisticswithR

Whatyou'lllearn

AppliedStatisticsusingR

Requirements

FundamentalsRprogramming

Description

ThisisthebitesizecoursetolearnRProgrammingforAppliedStatistics.InCRISPDMdataminingprocess,AppliedStatisticsisattheDataUnderstandingstage.ThiscoursealsocoversDataprocessing,whichisattheDataPreparationStage.

YouwillneedtoknowsomeRprogramming,andyoucanlearnRprogrammingfrommy"CreateYourCalculator:LearnRProgrammingBasicsFast"course.YouwilllearnRProgrammingforappliedstatisticsandyouwillbeable

Youcantakethecourseasfollows,andyoucantakeaexamatEMHAcademytogetSVBookCertifiedDataMinerusingRcertificate:

-CreateYourCalculator:LearnRProgrammingBasicsFast(RBasics)

-AppliedStatisticsusingRwithDataProcessing(DataUnderstandingandDataPreparation)

-AdvancedDataVisualizationsusingRwithDataProcessing(DataUnderstandingandDataPreparation,infuture)

-MachineLearningwithR(ModelingandEvaluation)

Content

GettingStarted

GettingStarted2

GettingStarted3

DataMiningProcess

DownloadDataset

ReadDataset

Mode

Median

Mean

Range

Range2

Range3

IQR

Qunatile

PopulationVariance

SampleVariance

Variance

StandardDeviation

NormalDistribution

SkewnessandKurtosis

Summary()andStr()

Correlation

Covariance

InferentialStatisticsTests

OneSampleTTest

TwoSampleUnpairedTTest

TwoSampleUnpairedTTest(VariancenotEqual)

TwoSamplePairedTTest

ChiSquareTest

OneWayANOVA

TwoWayANOVA

MANOVA

SimpleLinearRegression

MultipleLInearRegression

DataProcessing:SelectVariables

DataProcessing:SortData

DataProcessing:FilterData

DataProcessing:RemoveMissingValuesandRemoveDuplicates

References:

ThiscourseisactuallybasedontheLearnRforAppliedStatisticsbookIhavepublishedatApress.

Whothiscourseisfor:

BeginnerDataScientistorAnalystinterestedinRprogramming

 AppliedStatisticsusingRwithDataProcessing