Machine Learning, Data Science, Dimensionality Reduction, Svd, Linear Algebra.
top-down approach here and discuss the applications first. I have explained the math behind SVD after the applications for those interested in how it works underneath. You just need to know four things to understand the applications: SVD is the decomposition of a matrix A into 3 matrices — U, S,