Eigendecomposition of real, symmetric matrices

We show that a real, symmetric matrix has basis of real-valued orthonormal eigenvectors and that the corresponding eigenvalues are real.  We show moreover that these eigenvalues are all non-negative if and only if the matrix is positive semi-definite.

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