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R Programming With Statistics for Data Science
Introduction
Course Curriculum
Preview
Meet Your Instructor
Preview
Introduction to R
Preview
Installation of R for Windows
Installation of R packages
code file Installation of R packages
R Data Type
Vector
Lists & Matrix
Array
Data Frame
Fundamentals of R
Vectors
LOGICAL Operator
Conditional Control Statement
While Loop
For Loop
R Functions
Create your own function
Preview
Working with Matrices
Create matrices
Colnames( ) & Rownames( )
Matrix operations
Subset matrices
Working with data Frames
Import Data
Import Data
Operations on data frame
Application on data frame
Filter your Data
Array and Data manipulation
Test of Hypothesis
Concept of Hypothesis Test- I
Article on Hypothesis
Concept of Hypothesis Test-II
Article on Hypothesis part - II
Hypothesis test for mean
Article on Hypothesis test for mean
Article on Hypothesis
One sample t-test Practical
Data set One sample t-test Practical
Article on One Sample T test in R
Two sample t-test Practical
Data set Two sample t-test Practical
Article on Two sample T- test in R
Concept of chi-square distribution
Article on Chi-sq distribution
Chi-square distribution Practical
Data set Chi-square distribution Practical
Article on Chi Square
Evaluate yourself
Analysis of Variance
Concept of ANOVA
Article on ANOVA
ANOVA practical
Data set ANOVA practical
Article on ANOVA
Evaluate yourself
Multiple Regression
Concept of linear regression
Article on Linear Regression
Assumption of Linear Regression
Multicollinearity & autocorelation
Article on Multicollinearity & Autocorrelation
Article on Linear Regression
Linear Regression Practical Session
Data set Linear Regression Practical Session
Article on Linear Regression practical
Evaluate yourself
Logistic Regression
Concept of logistic Regression
Article on Logistic Regression
logistic Regression practical
Data set logistic Regression practical
Article on Logistic Regression
Evaluate yourself
Time Series
Components of Times Series
Article On Time Series Analysis
ARIMA Modelling
Article on Time Series
Time Series Practical
Data set Time Series Practical
Evaluate yourself
Cluster Analysis
Concept of Clustering
Distance Measurement & Linkage
K- Means Clustering
Hierarchical Clustering
Article on Cluster Analysis
Practical Session
Data set Practical Session
Evaluate yourself
Factor Analysis
Concept of Factor Analysis
Article on Factor Analysis
Factor Analysis Practical
Data set Factor Analysis Practical
Evaluate yourself
Applied R
Decision tree
Data set Decision tree
Market basket Analysis
code file Market basket Analysis
Sentimental Analysis
code file Sentimental Analysis
Create your own function
R Programming With Statistics for Data Science
Fundamentals of R
By:
Hands-On System
11 minutes
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