I’ve been informed there is a typo in Problem 1.2 Homework 1. Obviously:

\[\mu_{x|y}=\mu_x+\Sigma_{xy}\Sigma_{yy}^{-1}\Sigma_{yx}\]

and nothing else.

The pdf has been updated! I hope this didn’t cause anyone any significant problems.