If you have a chance, go.

I got the interview (and job) by going to an aviation university's career day. I didn't know a soul at Delta and never thought I had a shot at it. I went to this career fair for the single reason of talking to their recruiters.

Meeting the recruiters face-to-face is golden, especially if you have no special "in" at a company.