Basic explanation
Needless to say: it is not necessary. There is no doubt about it.
Encyclopedia explanation
Needless to say: it is not necessary. The facts are obvious or well-founded, there is no need to doubt, and there is no room for doubt at all. Example: Wang Shuo's idiot: "Yes, there is no doubt! I believe she is going in the right direction.