# Parameter-Efficient Fine-Tuning

- [Prompt Tuning](/notes/parameter-efficient-fine-tuning/prompt-tuning.md)
- [P-Tuning](/notes/parameter-efficient-fine-tuning/p-tuning.md)
- [Prefix Tuning](/notes/parameter-efficient-fine-tuning/prefix-tuning.md)
- [P-tuning v2](/notes/parameter-efficient-fine-tuning/p-tuning-v2.md)
- [LLaMA-Adapter](/notes/parameter-efficient-fine-tuning/llama-adapter.md)
- [Adapter](/notes/parameter-efficient-fine-tuning/adapter.md)
- [LoRA](/notes/parameter-efficient-fine-tuning/lora.md)
- [LongLoRA](/notes/parameter-efficient-fine-tuning/longlora.md)
- [QLoRA](/notes/parameter-efficient-fine-tuning/qlora.md)
- [QA-LoRA](/notes/parameter-efficient-fine-tuning/qa-lora.md)
- [S-LoRA](/notes/parameter-efficient-fine-tuning/s-lora.md)