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My repository for the NTNU course: "TMA4268 - Statistical Learning"

The repository includes:

  • 10 module compendiums; one for each module with the exception of module 6 & 10
  • Learning material ("Introduction to Statistical Learning", "Elements of Statistical Learning" and cheatsheets)
  • 5 compulsory exercises; 2 from 2019 and 3 from 2018

The 12 course modules are;

  • 1: Introduction
  • 2: Statistical Learning
  • 3: Linear Regression
  • 4: Classification
  • 5: Resampling
  • 6: Linear Model Selection and Regularization
  • 7: Moving Beyond Linearity
  • 8: Tree-based Methods
  • 9: Support Vector Machines
  • 10: Unsupervised Learning
  • 11: Neural Networks
  • 12: Summing Up

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