Eigenvectors, Eigenvalue, Data Science, Machine Learning, Principal Component.
i-th row, and each i-th element of v represents the weighting of that i-th column. This indicates that we are looking to break down each singular component matrix into vectors that represent some underlying row and column information of the image. Clearly, we are looking to decompose the image into