\dm_csml_event_details UCL ELLIS

Generating music in the raw audio domain


Speaker

Sander Dieleman

Affiliation

DeepMind

Date

Friday, 01 March 2019

Time

13:00-14:00

Location

Zoom

Link

Roberts 421

Event series

Jump Trading/ELLIS CSML Seminar Series

Abstract

Realistic music generation is a challenging task. When machine learning is used to build generative models of music, typically high-level representations such as scores, piano rolls or MIDI sequences are used that abstract away the idiosyncrasies of a particular performance. But these nuances are very important for our perception of musicality and realism, so we embark on modelling music in the raw audio domain. I will discuss some of the advantages and disadvantages of this approach, and the challenges it entails.

Biography