Slides #

If you are registered for the course, you can find the material on UM Learn.

• Course Overview
• Mathematical Preliminaries
  • Simpson’s Paradox
• Summary Statistics
  • R code
• Introduction to the Tidyverse
  • R code
• Tidy data
  • R code
• Joining data
  • R code
• Correlation
  • R code
• Distribution and Significance
  • R code
• Data Visualization
  • R code
• Principles of Data Visualization
  • R code
• Scores & Rankings
  • R code
• PageRank Algorithm
  • R code
• Building Models
  • R code
• Validating Models
  • R code
• Introduction to Linear Regression
  • R code
• Regularized Regression
  • R code
• Logistic Regression
  • R code
• Nearest Neighbours
• Decision Trees
• Random Forests
• Clustering
  • R code