Data Science, Linear Algebra, Dimensionality Reduction, Math.
contains principal components and Λ is the eigenvalue matrix (eigenvalues corresponding to the magnitude of PCs so you would order them from large to small so that the larger the eigenvalue is, the more important the corresponding PC is). So to reduce the dimensionality, you would just pick a few