I've recently started using a new desktop PC with Ubuntu Linux installed. However the terminal beeps annoyingly. i.e. If I'm at the start of the line and I press Backspace, it'll beep to tell me that there are no characters to delete. Of if I am trying to tab complete and there are no completions for it, then it'll beep.
How do I turn this off?