I would always just spell it out saying "Eye Eye Ess," but my boss always calls it "Two Ess," like the II is roman numeral. I know it stands for Internet Information so it is not really numbers, but on the other hand it is a lot easier to say "Two Ess."
Ps- This should probably be a community wiki.