> For the complete documentation index, see [llms.txt](https://aisuko.gitbook.io/wiki/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://aisuko.gitbook.io/wiki/ai-techniques/adaptation.md).

# Adaptation

- [LoRA](https://aisuko.gitbook.io/wiki/ai-techniques/adaptation/lora.md): Low-Rank Adaptation of Large Language Models. It is a promising technique for adapting LLMs to specific tasks in a computationally efficient manner.
- [Matrix Factorization](https://aisuko.gitbook.io/wiki/ai-techniques/adaptation/lora/matrix-factorization.md)
- [SVD](https://aisuko.gitbook.io/wiki/ai-techniques/adaptation/lora/svd.md): Singular Value Decomposition(A mathematical technique)
- [Distillation of SVD](https://aisuko.gitbook.io/wiki/ai-techniques/adaptation/lora/svd/distillation-of-svd.md): A machine learning technique that uses SVD.
- [Eigenvalues of a covariance matrix](https://aisuko.gitbook.io/wiki/ai-techniques/adaptation/lora/svd/eigenvalues-of-a-covariance-matrix.md)
- [Eigenvalues](https://aisuko.gitbook.io/wiki/ai-techniques/adaptation/lora/svd/eigenvalues-of-a-covariance-matrix/eigenvalues.md)
- [Covariance Matrix](https://aisuko.gitbook.io/wiki/ai-techniques/adaptation/lora/svd/eigenvalues-of-a-covariance-matrix/covariance-matrix.md)
- [Checkpoint](https://aisuko.gitbook.io/wiki/ai-techniques/adaptation/lora/checkpoint.md)
- [PEFT](https://aisuko.gitbook.io/wiki/ai-techniques/adaptation/peft.md): State-of-the-art Parameter-Efficient Fine-Tuning methods