Using the first fold of the ESC-50 dataset as an example dataset, this tool lets you explore your audio dataset.
It offers several visualization techniques, such as waveplots, MFCCs, and spectrograms. A (slightly) more detailed introduction is available at Towards Data Science.
See a screenshot below and play around with it live here.