Artificial Intelligence, Machine Learning, Data Science, Mathematics, Python.
Image generated by the author. Whilst this might not seem important now, the fact that these matrices behave in this way is what allows the SVD to be so useful. Finally, Σ is a diagonal matrix that contains what is known as the ‘singular values’ along the diagonal axis, all other entries are zero.