Linear Algebra: Eigenvalues of matrix multiplied with transpose.

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In SVD, the orthogonal matrices $U$ and $V^T$ have same nonzero eigenvalues in their complete set of eigenvalues. What might the proof of this statement?

The cited document is - here. On page 20.