Principal Component Analysis (PCA)
  • Introduction
  • How to consume the contents?
  • Intuitive Understanding of PCA 2D Case
  • Formal defintion of PCs
  • Properties of Principal Components - part 1
  • Properties of Principal Components - part 2
  • Data Treatment for conducting PCA
  • Workshop - conduct principal component analysis using SAS
  • Workshop - conduct principal component analysis using R
Factor Analysis
  • Introduction to Factor Analysis
  • Workshop - conduct Factor analysis using R - part 1
  • Workshop - conduct Factor analysis using R - part 2
  • Workshop - conduct Factor analysis using SAS
Using Principal Component Analysis for Variable selection
  • Theory for variable selection using PCA
  • Demo for variable selection using PCA - Part 01
  • Demo for variable selection using PCA - Part 02
  • FAQ (will keep growing overtime based on student's queries)
  • Closing Note and PDF of course content