Evaluation metrics and uncertainty · MLD-0198
Conformal prediction
A framework constructing prediction sets or intervals with coverage guarantees under stated assumptions such as exchangeability.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Add calibrated prediction intervals to a regressor.
Original caveat
Marginal coverage is not automatic conditional coverage for every subgroup.
Context and aliases
Level: Advanced. Stages: Evaluation · Research.
Tags: ML · DL · SLM · LLM.
Aliases: None recorded.
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 ↗