That was my experience too. I studied machine learning at Cambridge and didn't know a single person from my class or years above me doing anything other than a phd, joining microsoft research (who were aggressively for computer vision grads then) or joining a completely different field like management consultancy or banking. Looking back I would have loved to join Skype or Last.fm then, but had no idea that they were hiring for people like me.