The anxiety of stage fright is almost exactly the same as having had drank too much coffee. Once you realize this it's easy to go forward since no one has failed a speech because they drank too much coffee.
A recent Tim Ferriss post I read recommended literally drinking a bunch of coffee before practicing in front of the mirror/your friends/whatever so you'll be ready for that feeling when you are giving it for real.