Mean Field Inference, Machine Learning, Mfi, Python, Applied Machine Learning.
factors using the mean field update equations until convergence. def mean_field_update(q, unary_potentials, pairwise_potentials, n_iters=100, tol=1e-3): for _ in range(n_iters): q_new = np.copy(q) for i in range(n_vars): q_i = unary_potentials[i] for j in range(n_vars): if i != j: q_i +=