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

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

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

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

For Loop

R Programming With Statistics for Data Science Fundamentals of R

By: Hands-On System

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