Add Jacobian EKF

[SamDuffield]

ekf.diag_fisher implements a natural gradient descent version of EKF https://arxiv.org/abs/2112.00195

But it is more common to use a version that linearises using the Jacobian of the forward function and then adds Gaussian observation noise, as in https://arxiv.org/abs/2112.00195