Kymatio notebooks @ ISMIR 2023

On November 5th, 2023, we hosted a tutorial on Kymatio, entitled “Deep Learning meets Wavelet Theory for Music Signal Processing”, as part of the International Society for Music Information Retrieval (ISMIR) conference in Milan, Italy.

The Jupyter notebooks below were authored by Chris Mitcheltree and Cyrus Vahidi from Queen Mary University of London.

I. Wavelets

II. Scattering transforms

III. Musical playing technique classification with hybrid scattering-convolutional networks

IV. Generative evaluation of audio representations

V. Differentiable time–frequency analysis