This week we look at discrete dynamical systems, eigenvalues eigenvectors
and diagonalization. It is a major idea of linear algebra to break complex things
down to simple atomic blocks. For a time evolution, the eigenspaces are the
blocks into which space is partitioned into. The evolution on each eigenspace can
now be studied independently. Its a simple idea but very powerful.