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  • STK-IN4300
  • Autumn 2025
    • solutions
Studies > Courses >
STK-IN4300 - Statistical Learning Methods in Data Science

Lecture slides

  1. Introduction to course
  2. Overview of supervised learning
  3. Linear methods for regression (and classification)
  4. Model assessment and selection
  5. Basis expansions
  6. Kernel smoothing methods
  7. Additive models, trees and bagging
  8. Random forests
  9. Boosting and additive trees
  10. Neural networks