video in AudioSet
A list of about a million ten-second YouTube clips, each labelled with the sounds in it, that Google published in 2017. Labs use it to train and test general audio and music models.
Including Dowell Davis at The Conservatory for Recording Arts and Sciences - August 18th 2009