Machine Learning, Fluid Mechanics, Svd, Data Science, Python.
significance of the truncated SVD approximation X_Hat, indicating that for a given rank r, there exists no superior approximation of X. Thus, high-dimensional data can be effectively described by capturing only a few dominant patterns, facilitating efficient data analysis and interpretation. SVD :