Machine Learning, Python, Programming, Data Science, Editors Pick.
matrix is diagonal, only the first n row diagonal values are worth keeping. Indeed the last n rows of Σ are filled with 0s. For this reason, it is very common to keep only the first r × r non-negative diagonal values of Σ, along with the corresponding r columns and rows of U and Vᵀ respectively.