Transformation using SVD Transformed data is called SVD transform matrix Essentially, is just a rotation of Dimensionality of is different basis vectors than the original space Columns of give the basis vectors in rotated space shows how each dimension can be represented as a linear combination of other dimensions   Columns are input basis vectors shows how each object can be represented as a linear combination of other objects   Columns are output basis vectors Lengths of vectors are preserved