What do i do with the free wordpress theme i downloaded for my new website?

I’m working on my 1st website ever and i feel so lost…i download a folder or wordpress themes and don’t know where to put this folder for my website..do i put it in my ftp folder from my host? This is where i downloaded it from: http://wordpress.org/extend/themes/ Thanks so much.