Fine-tuning in Hugging Face Transformers involves adapting a pretrained model to a specific task. The library provides high-level APIs that simplify this process. You start by loading a pretrained model, create a dataset for your task, and then use the training API to fine-tune the model. After fine-tuning, you can evaluate the model's performance, use it for inference, or share it on the Hugging Face Hub.