IIT Lecture Series

 

  • Part 1: Introduction to statistical learning: 
    • Reading assignment:  Statistical Modeling: The Two Cultures, Leo Breiman, Statistical Science. Volume 16, Issue 3 (2001), 199-231.
  • Part 2: Model assessment:
    • Assignment: Applying the Partial least square (PLS) on the soil dataset and use CV to select the optimal model.
  • Part 3: Shrinkage methods for linear models:
  • Part 4: Nonlinear smoother and generalized additive models:
  • Part 5: Classification and regression trees:
  • Part 6: Ensemble methods: bagging and random forest:
  • Part 7: Boosting:
  • Part 8: Artificial neural network:
  • Spatial data analysis: