Ubuntu is a distribution—a particular "brand" of Linux, if you will. What this article is describing is various desktop environments: the software that defines the look and feel of your desktop.
Ubuntu has official and unofficial releases available that default to one of nearly all the desktops mentioned above. What isn't officially distributed, is fairly easily downloaded and installed. I use Kubuntu, myself—Ubuntu with the KDE desktop:
