It really depends on.... do you care? If you want a polished sterile yard then guess you'd just have to dig it ALL up or even pay some people to come and plow it up or something. Otherwise as the Beatles said, "Let it Be."
Hmm, or you could clear out a strategic part to be dandelion free, for looks or so that you could plant something else there, and let the rest have loads of dandelions.