Consider switching to a keyboard layout that's designed for quick typing instead of just being layed out as it is for historical reasons, e.g. Dvorak or Colemak.
For me, it also helped a lot to use the caps lock key as backspace, for example using SharpKeys on Windows.
If you are really hardcore, create your own keyboard layout. On Windows, you can do that with the Microsoft Keyboard Layout Creator.