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
https://colab.research.google.com/drive/14Y5Bi3ub3AZxTPqbUKugZ1ivpFMsCjMb
II. Scattering transforms
https://colab.research.google.com/drive/1gUEfcDW47i7InN9LzBkMBzr797y9Q0WT?usp=sharing
III. Musical playing technique classification with hybrid scattering-convolutional networks
https://colab.research.google.com/drive/1ximMjudWQ8C3SC-yrpyMfZuf4IrFasTK?usp=sharing
IV. Generative evaluation of audio representations
https://colab.research.google.com/drive/1VXDcWQ8kYWmIL3LmGfU_hIe5MsAx_6g5?usp=sharing
V. Differentiable time–frequency analysis
https://colab.research.google.com/drive/1ad4JPxHs2qanZ0mWct6x1A5Sd61ax0va?usp=sharing