My tip to improve your typing speed is to try and memorize where the keys are on your keyboard so that you could just know what you need to type and type it as quick as lightning.

What really helped me improve my typing speed was practicing every so often.

When my fingers hurt after too much time on the keyboard, I shake them up and down, up and down, up and down and then I just type again :P