The Jewel of the Matrix: A Deep Dive Into Eigenvalues & Eigenvectors | by Andre Ye | Towards Data Science
reference request - A simple explanation of eigenvectors and eigenvalues with 'big picture' ideas of why on earth they matter - Mathematics Stack Exchange
Eigenvalues and eigenvectors - physical meaning and geometric interpretation applet