videos 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 Underwater Camera Showdown, Utilizing Aqua-Vu Video With Your Sonar Unit, Aqua Vu Sizzle Reel 2015