PEFT (Parameter-Efficient Fine-Tuning) by Hugging Face is a crucial library for making LLM customization more accessible. It provides implementations of various techniques that allow fine-tuning large models with significantly fewer computational resources and memory, enabling more developers to adapt LLMs to specific tasks.