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\section*{Unit 3:  Eigenvalues and dynamics}

In this unit we discuss matrices with special properties --
symmetric, possibly complex, and positive definite.  The central topic
of this unit is converting matrices to nice form (diagonal or
nearly-diagonal) through multiplication by other matrices.
Generally, this process requires some knowledge of the eigenvectors
and eigenvalues of the matrix.

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