The course book can be found in the following link and is also available, e.g., in Amazon:
For information on Fourier-Hermite Kalman filters, see pages 61- (PDF pages 67-) here:
Additional materials (examples from the book, etc.) can be found on the book's homepage (tab "Resources"):
After each lecture, the lecture slides will be added below in PDF form.