How to Turn off the Genius feature in Apple iTunes 9 or 10
Had enough of the iTunes "Genius" feature? You can turn it off (or, at the very least, hide it). And this clip will teach you everything you'll need to know. For more information, includind detailed, step-by-step instructions, and to turn off the Genius music recommendation feature in your own installation of iTunes, take a look.