We learned about Kalman Filters and Extended Kalman Filters in the last lesson. Extended Kalman Filters have the problem where they are still linear - the jacobian is essentially a linear approximation. Motion, however, is rarely linear. An Unscented Kalman Filter attempts to fix that.