Statistics and experimental design · MLD-0987
Randomized experiment
An experiment assigning treatments randomly to reduce confounding.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Randomize users between two model variants.
Original caveat
Interference, attrition, and implementation errors can still bias results.
Context and aliases
Level: Intermediate. Stages: Theory · Evaluation · Research.
Tags: ML · DL · SLM · LLM.
Aliases: Randomized controlled trial · RCT.
Related concepts
Concepts linking here
Original references
- scikit-learn: cross-validation ↗ · Reference link
- Mathematics for Machine Learning ↗ · Reference link
- scikit-learn: evaluation metrics ↗ · Reference link
- Original reference URL ↗