Chapter 04.01: Generalization Error

It is a crucial part of machine learning to evaluate the performance of a learner. We will explain the concept of generalization error and the difference between inner and outer loss.

Lecture video

Lecture slides

Quiz

--- shuffle_questions: false --- ## Which statements are true? - [x] We want to know how accurately a fitted model will predict target variable values for new, previously unseen data. - [ ] Outer loss and inner loss are the same thing. - [x] The data-generating process is the true underlying phenomenon creating the data.