Zombies eating brains have really only been used in the more comedic movies. In "serious" zombie culture, they eat flesh. I like both, but prefer the more serious films. For more zombie info, check out this book:
Zombie Survival Guide . A friend of mine got it for his birthday this year. Hilarious book on how to survive in event of a zombie attack.