LoRA

Fine-Tuning series: 8 of 9

Library › Fine-Tuning

1. Weight Update

2. Pretrain vs Fine-Tune

3. Full Fine-Tuning

4. Freezing Layers

5. Linear Probe

6. Feature Extraction + Head

7. Adapter Layers

8. LoRA

9. Full Fine-Tuning vs LoRA

Adapters showed that a low-rank bottleneck can specialize a frozen layer with far fewer parameters than a full ΔW.

Paid members: the full breakdown continues below ↓