After the Career Fair
Send a thank you email to the representatives you spoke with within 24 hours of the fair. If possible, reference something from your conversation so they are more likely to remember you. You might include an additional resume or reference the fact that you applied to the position online (if, in fact, you have!)
Make sure to apply online after speaking with the representatives in person.