diff --git a/README.md b/README.md
index 2ff06e0271..c89b3fe94e 100644
--- a/README.md
+++ b/README.md
@@ -167,6 +167,7 @@ _Libraries for building AI applications, LLM integrations, and autonomous agents
 - Image and Video Generation
   - [diffusers](https://github.com/huggingface/diffusers) - A library that provides pre-trained diffusion models for generating and editing images, audio, and video.
 - Fine-tuning
+  - [peft](https://github.com/huggingface/peft) - A library for parameter-efficient fine-tuning of large pretrained models.
   - [unsloth](https://github.com/unslothai/unsloth) - A library for faster LLM fine-tuning and training with reduced memory usage.
   - [axolotl](https://github.com/axolotl-ai-cloud/axolotl) - A framework for fine-tuning and post-training large language models.
 - Speech