2 A Short Excursion into Matrix Algebra
2.1 Elementary Operations
2.2 Spectral Decompositions
2.3 Quadratic Forms
2.4 Derivatives
2.5 Partitioned Matrices
2.6 Geometrical Aspects
2.7 Exercises