Optimization and training dynamics · MLD-1260
Training step
One parameter-update event, though logging conventions sometimes count forward batches instead.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Update weights after accumulated gradients.
Original caveat
Check whether a reported step means a batch or an optimizer update.
Context and aliases
Level: Foundational. Stages: Training · Theory.
Tags: ML · DL · SLM · LLM.
Aliases: Optimizer step.
Related concepts
Concepts linking here
Original references
- Deep Learning: online textbook ↗ · Consulted
- PyTorch optimization algorithms ↗ · Reference link
- PyTorch documentation ↗ · Reference link
- Original reference URL ↗