They have silicone keyboard protectors for some netbooks. Personally, I'm just going to cover my keyboard and screen with saran wrap, but not the bottom or sides (for venting issues). You could also just leave it far enough away from the actual flinging cooking bits that it won't get dirty.

/me hugs her netbook