Mathematics, Mathematics Education, Machine Learning, Data Science.
observe that λ is a diagonal matrix with eigen values of the empirical covariance matrix The above expression provides us the most beautiful result we’ve obtained so far and we’ll wait here to adore its beauty. The spectral theorem in linear algebra says that a symmetric matrix is diagonalizable.