Machine Learning Section 005

Linear Models and Regularisation

Straight-line models are still the ones you ship when you need to explain the answer. Here is how to make them behave.

10 of 10 lessons published Three reading levels on every lesson

Start with “Ridge regression”

Lessons in order

Work top to bottom. Each lesson assumes the one above it.

  1. Ridge regression
  2. Lasso regression
  3. Elastic net
  4. Multicollinearity and VIF
  5. Generalised linear models
  6. Poisson regression for counts
  7. Quantile regression
  8. Robust regression
  9. Regression diagnostics
  10. Bayesian linear regression