Additional mathematical and learning concepts · MLD-1026
Resampling
Repeatedly selecting or rearranging observations to estimate uncertainty, validate models, or alter data balance.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Bootstrap an evaluation statistic.
Original caveat
Resampling schemes must respect dependence and grouping.
Context and aliases
Level: Intermediate. Stages: Theory · Training · Evaluation.
Tags: ML · DL.
Aliases: None recorded.
Related concepts
Concepts linking here
Original references
- Deep Learning: online textbook ↗ · Consulted
- Mathematics for Machine Learning ↗ · Reference link
- scikit-learn User Guide ↗ · Consulted
- Original reference URL ↗