Slides

• Course Overview
• Data Visualization
  • R code
  • Most of these plots can be created in Base R
• Review of Linear Algebra
  • R code
• Multivariate Random Variables
  • R code
• Multivariate Normal Distribution
  • R code
• Maximum Likelihood Theory
  • R code
• Tests for Multivariate Means I
  • R code
  • Notes on quadratic forms and ellipses
• Tests for Multivariate Means II
  • R code
• Multivariate Analysis of Variance
  • R code
• Multivariate Linear Regression
  • R code
• Principal Component Analysis
  • R code
• Introduction to Statistical Genetics
• Factor Analysis
  • R code
• Canonical Correlation Analysis
  • R code
• Multidimensional Scaling
  • R code
• Kernel Methods
  • R code
• Manifold Learning
  • R code
• PageRank Algorithm
  • R code