Computational Physics, Linear Algebra, Python, Math, Matrix.
a matrix into its singular values and vectors, SVD enables us to reduce dimensions, compress data, and reveal hidden patterns. In this article, we explored the mathematical formulation of SVD and its essential components: the orthogonal matrices U and V, and the diagonal matrix Σ. We also discussed