Session 1402.07.22

derivative vs gradient

TODO

A simple matrix derivative

\[\frac{\partial}{\partial X} (X^T A X) = (A+A^T)X\]

Lagrange

\[F = f(x,y) - \lambda g(x,y)\]

TODO: add more details

Covariance

TODO

Correlation

TODO

PCA

TODO