Matrix Factorization, Matrix Decomposition, Svd, Singular Values, Mathematics.
extraction, image processing, and recommendation systems demonstrate its widespread utility and practical value. While SVD excels in many respects, we also discussed its challenges in handling large datasets, sparse data, and noisy information, as well as difficulties in interpreting results in