No, it's actually a terribly polluting and inefficient mining process. Only a tiny fraction of what is dug up is usable. It requires many (even more toxic) steps in order to turned into fuel. There's a good documentary about uranium tailings and how they pollute the local water permanently.

Besides, there isn't enough uranium in the world to provide baseload nuclear power that would replace coal.