Data and feature engineering · MLD-0275
Dataset card
Documentation describing a dataset's origin, composition, intended uses, and limitations.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Publish sampling and annotation details with data.
Original caveat
A card is documentation, not an independent certification.
Context and aliases
Level: Intermediate. Stages: Data · Training · Evaluation · Deployment · Monitoring.
Tags: ML · DL · SLM · LLM · MLOps.
Aliases: Data card · Datasheet for datasets.
Related concepts
Concepts linking here
Original references
- scikit-learn: cross-validation ↗ · Reference link
- Transformers glossary ↗ · Consulted
- scikit-learn: missing-value imputation ↗ · Reference link
- Google Cloud MLOps architecture ↗ · Reference link
- scikit-learn: preprocessing ↗ · Reference link
- scikit-learn: feature selection ↗ · Reference link
- scikit-learn User Guide ↗ · Consulted
- Original reference URL ↗