Even if we use the statement you quoted, it's not "advanced", it's usually the main point of the first chapter on vector spaces: vector spaces have bases, dimension is the size of the basis, vector spaces of the same dimension are isomorphic.
I think you should have basic understanding of this when you study multivariate analysis.