Mean Field Inference, Machine Learning, Mfi, Python, Applied Machine Learning.
pairwise_potentials[i, j] * q[j] q_new[i] = 1 / (1 + np.exp(-q_i)) # Check for convergence if np.max(np.abs(q_new - q)) < tol: break q = q_new return q # Perform mean field inference q = mean_field_update(q, unary_potentials, pairwise_potentials) print("Final probabilities:", q) Visualizing the