Deep learning for audio and music

teaching materials


  • We start introducing the basic building blocks of modern deep neural networks. After introducing the basic architectures, we discuss how these have been used for music & audio throughout the years.



Generative Models for Synthesis




Source Separation


Synthesis: Upsampling Artifacts

This website is a collection of educational material I prepared throughout the years.
Author: Jordi Pons. Last update: February 2023. This work is licensed under the CC BY 4.0 license.