Skip to main content

Ctrl+K

Machine Learning Basics

Setup/Installation
Recap: Regression Models
What is Machine Learning?
Bias-Variance Tradeoff
Resampling Strategies
Exercises

Modelling

Model Selection
Regularisation, PCR & PLS
Generalized Additive Models
K-Nearest Neighbors
LDA & QDA
Naïve Bayes
Decision Trees
Support Vector Machines
Principal Component Analysis
Exercises

Additional Materials

Exercise solutions
- ML Basics Exercises
- Modelling Exercises

Repository
Open issue

Search

Ctrl+K

By Micha Burkhardt, Constanze Buschmann

© Copyright 2025.