I am graduating soon. Should I work at a small startup or a large company?

I am graduating from college soon. My eventual goal is to start my own company. I think I should work at a small (<50 employee) company. My parents think I should work at Google or Facebook. Any thoughts or links to previous discussions about this?

Specifically, I would like to know what all you think is the best preparation for starting something on my own.