If you have center cutting drills, no flat in the center you could. but you may need to center drill them, it might be the best way to do it.

I almost never center drill in aluminum or brass, but sometimes in steel, it also depends on the drill bit I am using. At work, a lot of times we dont use center drills when we are using center cutting 'split point' drills.

Jon