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efficient matrices, we get lucky, because every real symmetric matrix has a nice decomposition: … where Q is an orthogonal matrix composed of eigenvectors of A, and lambda is a diagonal matrix. In this instance, each eigenvalue gets scaled by the corresponding eigenvector, in the right axis. Now