Essential Math, Machine Learning, Deep Learning, Mathematics, Data Science.
scaling since Σ is diagonal), and U another change of basis matrix. You can see in Chapter 10 of Essential Math for Data Science that SVD constraints both change of basis matrices U and V^T to be orthogonal, meaning that the transformations will be simple rotations. To summarize, the transformation