Model Evaluation

Overview

The wrong metric on the wrong split produces confident, wrong conclusions. Evaluation is about choosing a metric that matches the business cost, validating it on a split that mirrors production, and reporting it honestly with uncertainty.

When to use

• Selecting how to score a model.
• A model "looks great" but you're unsure it's real.
• Comparing candidate models for promotion.

Metric selection