Mathematics and probability · MLD-0537
IID
An assumption that observations are independent draws from one distribution.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Analyze a randomly sampled evaluation set.
Original caveat
Temporal, grouped, and interactive data often violate it.
Context and aliases
Level: Foundational. Stages: Theory · Training · Evaluation.
Tags: ML · DL · SLM · LLM.
Aliases: Independent and identically distributed.
Related concepts
Concepts linking here
Original references
- Deep Learning: online textbook ↗ · Consulted
- Mathematics for Machine Learning ↗ · Reference link
- Original reference URL ↗