This repository provides the code for the Interspeech 2021 paper presenting the Audio Spectrogram Transformer, a transformer-based model that processes audio spectrograms for classification. It includes pretrained models and training recipes for benchmark audio datasets including AudioSet, ESC-50, and SpeechCommands. The model can be used for downstream audio classification tasks via transfer learning.