Optimization and training dynamics · MLD-0376
Epoch
One pass through a specified training dataset.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Train for three complete passes.
Original caveat
Streaming or resampled datasets may not have a natural epoch.
Context and aliases
Level: Foundational. Stages: Training · Theory.
Tags: ML · DL · SLM · LLM.
Aliases: None recorded.
Related concepts
Concepts linking here
Original references
- Deep Learning: online textbook ↗ · Consulted
- PyTorch optimization algorithms ↗ · Reference link
- PyTorch documentation ↗ · Reference link
- Original reference URL ↗