I live here. Personally my favorite is Lou Malnati's. A lot of people including myself like Pequods in Lincoln Park. You can't go wrong really with everything that's been listed.
Giordanos is amazing. I tried three different shops and it was the best. My wife and I actually have one of the heart shaped one sent to us every V-Day.