The way below is working for wrong tab key, but is not working for cmd+backspace before restarting.
From Terminal. app's preferences (Terminal menu -> Preferences), go to the "Profile" tab in the top pane, make sure your profile is selected, then click the "Advanced" tab in the right-hand pane. Under the section "Bell" there's an option for "Audible bell" which you should deselect.