Can you run away from someone with a machine gun and not get hit?

Given the right set of circumstances, yes

Depending on the weapons accuracy, the range they started firing and the firers skill, they could miss with the entire clip. This is especially true for smaller sub-machine guns that are hand-held, as the kickback will tend to make them fire up in the air.