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 # MT3: Multi-Task Multitrack Music Transcription
 
-MT3 is a multi-instrument automatic music transcription model that uses the [T5X framework](https://github.com/google-research/t5x).
+MT3 is a multi-instrument automatic music transcription model that uses the [T5X framework](https://github.com/google-research/t5x). 
+
+[![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/akhaliq/MT3)
 
 This is not an officially supported Google product.
 
 ## Transcribe your own audio
 
+* [Try out Web Demo on Huggingface Spaces 🤗](https://huggingface.co/spaces/akhaliq/MT3)
+
 Use our [colab notebook](mt3/colab/music_transcription_with_transformers.ipynb) to
 transcribe audio files of your choosing.  You can use a pretrained checkpoint from
 either a) the piano transcription model described in [our ISMIR 2021 paper](https://archives.ismir.net/ismir2021/paper/000030.pdf)