Introduction
  • Welcome to Machine Learning
  • Introduction to Machine Learning
  • R Machine Learning Task View
Validation Methods
  • Introduction to Validation
  • Cross Validation in R
  • Cross Validation Exercise
  • Further R Exercises
Classification
  • Introduction to Classification
  • KNN - K Nearest Neighbors
  • Linear Discriminant Analysis
  • Logistic Regression for Classification
  • Classification Exercises
Tree Based Models
  • Introduction to Tree Based Models
  • Trees in R
  • Tree Error Rates
  • Random Forests
  • Tree Based Models Exercise
Clustering
  • Introduction to Clustering
  • K Means Clustering
  • Hierarchical Clustering
  • Clustering Exercise
  • Machine Learning Quiz
  • Course Links
  • Course Script