Optimization and training dynamics · MLD-0848
Optimization
Searching for parameters or decisions that improve a specified objective.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Reduce model loss using gradient updates.
Original caveat
Optimization success is not the same as task success.
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 ↗