In the realm of matrix analysis, this fascinating process plays a pivotal role in uncovering hidden patterns of matrices. It involves expressing a matrix as a product of three matrices: two orthonormal matrices and a diagonal matrix containing each singular value. These singular values, arranged in descending order, provide an insightful measure of