They have an excellent tutorial [0] that shows using Accord.NET to implement a well known paper called "A tutorial on Principal Components Analysis" [1]. I highly recommend reading them both for anyone who doesn't know much about that field because they give a very good idea of how stuff like facial recognition, image compression, ...etc work.