The question is "what college did Mark Zuckerberg attend, but not graduate from?" And the answer would be that Mark Zuckerberg dropped out of the same school that Bill Gates dropped out of: Harvard. Some other famous Harvard dropouts include Pete Seeger, Matt Damon, Edwin Land and William Randolph Hearst.