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Comment by mjn
When I was at Georgia Tech (2004-07) nearly everyone had heard of startups in the CS department, and grad students being involved in machine-learning / data-mining startups was a common summer job, so I'm not sure where this is coming from. Here's one big one cofounded by a professor: http://www.skytree.net/