Under Fedora 10, from memory (sitting on ubuntu right now, so can't check):
-Open Add/Remove Software in System->Administration
-Search for mysql
Most of the basic configuration will be done automatically. Adding more users that just root, creating databases, etc. requires more manual intervention than this, and will require some actual knowledge on how to do this.