Viewing profile — formally

If the data set is large enough then there is no way to represent it as a functional relationship between finite dimensional vector spaces. In fact, this problem already is visible…

This is only true if the codomain has the relevant structure for vector operations. Functions are more general than vectors.

You should look into the pigeonhole principle.