If you're willing to just believe that there's a derivation that it works, actually implementing a kalman filter is pretty straightforward. The proof is a pain,

If you're willing to just believe that there's a derivation that it works, actually implementing a kalman filter is pretty straightforward. The proof is a pain, but you don't have to be able to derive it to use it.