Machine Learning, Data Science, Dimensionality Reduction, Svd, Linear Algebra.
decomposition. See the figure below: The decomposition allows us to express our original matrix as a linear combination of low-rank matrices. In a practical application, you will observe that only the first few, say k, singular values are large. The rest of the singular values approach zero. As a