Models and training

Generalization

stable definition

Definition

The ability of a learned model or system to perform well on relevant examples, tasks, or environments not used to fit it.

Distinguish it from nearby terms

Generalization concerns transfer beyond fitted examples; benchmark performance measures only one sampled regime.

Check your understanding

A system may generalize within a benchmark family but fail under changed tools, budgets, or production conditions.