Eigenvectors, Machine Learning, Artificial Intelligence, Data Science, Statistics.
Eigenvector, corresponding to a real nonzero Eigenvalue, points in a direction in which it is stretched by the transformation and the eigenvalue is the factor by which it is stretched. If the Eigenvalue is negative, the direction is reversed. Loosely speaking, in a multidimensional vector space,