To help prepare myself for my speech, I went and practiced it in my empty living room.
And even then, I got JUST as nervous as I would if I was in front of a class. That proves the nerves aren't from the people, which I knew I never had an issue with. But how silly is that?
On a side note, my speaking notes I wrote worked great, as I at least made it through without forgetting any important info.