Concept · Building with AI
LoRA
Also called: low-rank adaptation, low rank adaptation, LoRAs, QLoRA, adapter, adapters
Low-rank adaptation. A cheap way to fine-tune a model by training a small add-on set of weights instead of changing the whole model. The add-on file is small and can be swapped in and out.
For example: A company trains a LoRA on its brand voice in a few hours on one GPU and loads it on top of an open-weights model.
Connects to 4
- Fine-tuning Concept
- Weights Concept
- Open source vs open weights Concept
- Quantization Concept