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Eigenvalues. I can do the math for them but don't quite understand what their intuitive meaning is - if any.

Geometrically, it’s the vector that remains on the same line after applying the linear transformation of a matrix.

This would have been my answer too, before I found this [0] video. If only I had found it during my EE degree, not after…

Thank you both, that was super helpful