- ✅ Ensure app.py audio input sounds like training data - ✅ Use a huggingface transformer with the dataset - Verify that the training spectrogram matches the predict spectrogram - Count number of example misses in dataset loading - Verify windowing and jitter params in Song Dataset - Create an attention-based network - ✅ Increase parameter count in network - Verify that labels really match what is on the music4dance site - ✅ Read the Medium series about audio DL - double check \_rectify_duration - ✅ Filter out songs that have only one vote - ✅ Download songs from [Best Ballroom](https://www.youtube.com/channel/UC0bYSnzAFMwPiEjmVsrvmRg) - ✅ fix nan values ## Notes 2xM60 insufficient memory for the AST.