How do you make app update to not show once it is install?

You can't delete them.

It will start dropping the earlier updates after about two weeks (on a first in first out basis)

You don't. This is a new feature in iOS7. The list stays and let's you know what date your apps were updated.

They will roll off after about two weeks.