Introduction to fMRI Analysis

A very good set of slides introducing fMRI analysis methods, and
statistical inference - from Prof. Vince Calhoun's course at:

http://www.ece.unm.edu/~vcalhoun/courses/fMRI_Spring07/fmricourse.htm

Also, with more emphasis on the physics and neuroscientific aspects -
H.583 at MIT:

http://ocw.mit.edu/OcwWeb/Health-Sciences-and-Technology/HST-583Fall-2004/CourseHome/index.htm