The Free Music Archive (FMA) dataset provides full-length high-quality audio, pre-computed features, track metadata, tags, and user-level information arranged in a hierarchical taxonomy of 161 genres. It includes code and Jupyter notebooks for data loading and exploration. The dataset was created to overcome the limited availability of large audio datasets for the growing interest in feature-based and end-to-end learning approaches in music information retrieval.