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an orthonormal matrix, so it multiplied by its transpose cancels the identity matrix, and we are left with: Source: Image generated by the author. Where U contains the eigenvectors and Σ contains the eigenvalues (the same eigenvalues that we found previously, cool, right?). All of this was so you