Principal Component, Machine Learning, Artificial Intelligence, Linear Algebra, Data Science.
off-diagonal covariances are the same — the covariance between a and b is the same as the covariance between b and a (order doesn’t matter). So our desired covariance matrix simplifies to: Our covariance matrix, and all covariance matrices, are symmetric, with variances along the diagonal.