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Eigenvectors and eigenvalues | Chapter 14, Essence of linear algebra
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Not a quantum video, but the clearest picture anywhere of what an eigenvector is: a direction that a transformation only stretches, squashes or flips, never turns. Hold that image through the session, because a quantum eigenstate is exactly such a direction, and its eigenvalue is a possible measurement result.