Machine Learning, Deep Learning, Neural Networks, Programming, Linear Algebra.
‘eigen’ is characteristic. I think it makes intuitive sense that the eigenvector x is a characteristic vector of the matrix M. So eigenvectors are ways to decompose matrices in manners that expose their functional properties. Let us consider that matrix M has n linearly independent eigenvectors