Svd, Machine Learning, Artificial Intelligence, Statistics, Data Science.
Theorem must be satisfied. Also, if we look at U here after the decomposition the number of features have been reduced. The new features are not exactly the same original features but a generalized features based on original features. Summation represents the strength or weight of the new features.