You can select which session you want to start at the greeting which is where you type your password to log in. click on the icon of edubuntu to display the rest of options and select from there Ubuntu.
You dont need to restart your computer just log out and then log in again choosing the session you want.
If you want to be radical then type on your terminal
$ sudo apt-get remove edubuntu-desktop
Good luck to you!