Cooking and...Cheffing?

Image by Steve Wampler

I've always wondered, what's the difference between Cooks and Chefs? Aren't they people who cook (and supposedly cook well) and want to feed people? Is it the formal training? Is it the place in which they cook?

Is it the tall hat?

Can anyone tell me what's the difference?