I never took lessons in touch typing and I learned to do it by simply spending too much time on the computer. I think the keyboard plays a big role as well, on a laptop I'm usually around 55-60wpm and on my desktop around 75-80wpm.

Also, when you type try to look/think at the _next_ word from the one you're currently typing, I've found that works for me.