Comment by impossiblefork

I wouldn't say that making the matrix diagonal in some basis is some further step.

If we have an singular value decomposition, M=USV^*, the columns of U are linearly independent they are a basis for the space M maps things into, and the columns of V are linearly independent then it's a basis for the space it maps things from, and [M]_{BB'} = S.