My Mac keeps playing a sound every now and then
If someone comes here with the same problem: for me it was the Calendar app. I disabled notifications for the calendar in the notification pref because I am using Fantastical for that. It must have been desperately trying to show me an event and beeped because of that. My solution was also to disable audio notifications and voila, the basso beep disappeared.