Machine Gun Kelly and Travis Barker do not seem to be afraid of heights -- because they went waaay up for an impromptu performance ...

The two rockers strutted their stuff Saturday afternoon for a rooftop concert at Venice Beach ...

However, there were moments during the concert where Kelly got up onto the speakers near him -- balancing while also rocking out.