# Adaptation

- [LoRA](/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](/wiki/ai-techniques/adaptation/lora/matrix-factorization.md)
- [SVD](/wiki/ai-techniques/adaptation/lora/svd.md): Singular Value Decomposition(A mathematical technique)
- [Distillation of SVD](/wiki/ai-techniques/adaptation/lora/svd/distillation-of-svd.md): A machine learning technique that uses SVD.
- [Eigenvalues of a covariance matrix](/wiki/ai-techniques/adaptation/lora/svd/eigenvalues-of-a-covariance-matrix.md)
- [Eigenvalues](/wiki/ai-techniques/adaptation/lora/svd/eigenvalues-of-a-covariance-matrix/eigenvalues.md)
- [Covariance Matrix](/wiki/ai-techniques/adaptation/lora/svd/eigenvalues-of-a-covariance-matrix/covariance-matrix.md)
- [Checkpoint](/wiki/ai-techniques/adaptation/lora/checkpoint.md)
- [PEFT](/wiki/ai-techniques/adaptation/peft.md): State-of-the-art Parameter-Efficient Fine-Tuning methods