Distillation and model compression · MLD-0914
Post-training quantization
Quantizing an already trained model using calibration or other adaptation without ordinary full retraining.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Convert weights to low-bit formats for serving.
Original caveat
Accuracy depends on method, data, and hardware support.
Context and aliases
Level: Intermediate. Stages: Training · Adaptation · Deployment.
Tags: DL · SLM · LLM.
Aliases: PTQ.
Related concepts
Concepts linking here
Original references
- Distilling the Knowledge in a Neural Network ↗ · Consulted
- PEFT: LoRA conceptual guide ↗ · Consulted
- PEFT: quantization guide ↗ · Consulted
- Original reference URL ↗