Data Science, Machine Learning, Statistics, Artificial Intelligence.
matrix with dimension (s x s). sigma is the singular values. where Starting with the covariance matrix. Recall; Substitute X in the covariance matrix. Recall; We will be left with, Rearrange; At elemental level, So, let’s start viewing SVD as this By convention, the singular values occur in