Lecture Notes

• iml.pdf

Slides

• Slides 1: Supervised Learning
• Slides 2: Benchmarking
• Slides 3: Linear Models
• Slides 4: Nonparametric Regression
• Slides 5: Trees
• Slides 6: Gradient Boosting Machines
• Slides 7: Categorical Features
• Slides 8: Local Explanations
• Slides 9: Global Explanations
• Exercise
  • Dalex example
  • exercise solution
• Slides 10: Functional Decomposition
• example_glex_mlr3
• Exercise for functional decomposition

Assignments

You should make sure that you have R (https://www.r-project.org/) and R-studio (https://posit.co/download/rstudio-desktop/) installed. While solving the exercises, you will need to make yourself familiar with mlr3: https://mlr3book.mlr-org.com.

• Assignment 1
• Sol Part 1
• Sol Part 2
• Sol Part 3
• Assignment 2
• Sol
• Final Group Project

Quizzes

• Quiz 1
• Solution to Quiz 1
• Quiz 2
• Solution to Quiz 2