Evaluation metrics and uncertainty · MLD-1056
ROC curve
A curve of true-positive rate versus false-positive rate as the threshold varies.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Compare binary score rankings across thresholds.
Original caveat
It can look favorable when positives are very rare.
Context and aliases
Level: Intermediate. Stages: Evaluation · Research.
Tags: ML · DL · SLM · LLM.
Aliases: Receiver operating characteristic curve.
Related concepts
Concepts linking here
Original references
- scikit-learn: cross-validation ↗ · Reference link
- Google Machine Learning Glossary ↗ · Consulted
- scikit-learn: evaluation metrics ↗ · Reference link
- Original reference URL ↗