1) Eigenvectors and eigenvalues are the two main concepts of Linear algebra.
2) Eigenvectors are unit vectors that have a magnitude equal to 1.0.
3) Eigenvalues are the coefficients that are applied to the eigenvectors, or these are the magnitude by which the eigenvector is scaled.