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 COD BlackOps - 1080p testing (on 9600GT,AMD X2 5200+,4 Gb DDRAM)