How can I get my album art from my CDs to show up on my iPod?

Ok, so I recently got my first ipod for Christmas and unlike everyone else my age, I'm completely illiterate about it. I purchased some songs from iTunes and downloaded some of my CDs. The album art from my CDs don't show up, but the ones that I bought did. Is there any way to fix it?