Data Analytics with R Programming (Remote)

From: KSh 30,000.00

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Description

Data Analysis with R Programming is a rigorous course that covers all of the latest and most advanced capabilities accessible in various formats. It describes in depth how to use R programming to execute various data analysis procedures. There are numerous resources in the course that show you how to use a certain feature in a step-by-step manner. In the last decade, the amount of data that one must deal with has risen to previously unfathomable proportions, while the cost of data storage has steadily decreased.

 

We will cover the most sophisticated principles and methodologies of Data Analytics in this online course.

 

Course Outline

Week 1

  • Installation of R and RStudio
  • Accessing the help file
  • Using Libraries
  • Working Directory
  • Reading and Writing Data
  • Data Types
  • Variable Assignment

Objects in R

  • Vectors and Vector Functions
  • List
  • Data Frame
  • Matrices; Transpose, Inverse

Math Functions

Statistics;

  • Descriptive Statistics – frequencies, percentages, mean, variance, summary etc.
  • Exploratory Statistics

Week 2

Regression, Tests

  • Diagnostic Analytics Tests
  • Multicollinearity test
  • Normality test
  • Autocorrelation tests
  • Test for Heteroscedasticity

 

Week 3

Normal Distribution

  • Density
  • Distribution
  • Quantile
  • Plotting and Visualization
  • Functions and Programming