Very simple command as mentioned here.
Run this command in a terminal
xset m 3.5 3
The first number is acceleration (as in go 3.5x
faster). The second number is
threshold (number of pixels before accelerating).
You have to run this command every time you log in. So you might want to create a script and add it to your start up scripts.