Eigenvalues & eigenvectors
- Definition. A scalar λ is an eigenvalue of A if there exists a non-zero vector v with Av = λv.
- Characteristic equation. det(A − λI) = 0
- Geometric intuition. A only stretches, flips, or scales v — it never rotates it off its line.