How to add my new computer to my devices?

I have a new computer and I recently downloaded iTunes. I have signed into my account and everything, but to be able to play my music I need to authorize my computer from "Account" on the iTunes store tab. However, I can only remove devices. There's a help page on iTunes, too, but once again it's only for removal.