Eigenvectors and eigenvalues: Explained Visually by Victor Powell and Lewis Lehe
Very impressive explanation/visualization of eigenvectors and eigenvalues. What is more, it concludes with pointers to additional resources.
This is only a part of a larger visualization of algorithms projects at: Explained Visually.
Looking forward to seeing more visualizations on this site.