Machine Learning, Data Science, Dimensionality Reduction, Svd, Linear Algebra.
result, terms except the first few can be ignored without losing much of the information. See how the matrices are truncated in the figure below: To summarize: Using SVD, we are able to represent our large matrix A by 3 smaller matrices U, S and V This is helpful in large computations We can obtain