Adapter Layers

Fine-Tuning series: 7 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

Houlsby et al., 2019 proposed a different strategy: instead of choosing which layers to freeze, insert small trainable modules (adapters) between every frozen layer.

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