Prevent double voting

Question

I'm creating a web application where users will vote for some candidates by clicking thumbs up or thumbs down, and these users won't have any account on the site.

What is the best technique to use? Is it necessary to use captcha for more protection from spam?

Vote counts are expected to be millions, and the subject is not very critical as long as I get 95% accuracy that would be fine. Thanks.