Mean Field Inference, Machine Learning, Mfi, Python, Applied Machine Learning.
pairwise_potentials = np.random.randn(n_vars, n_vars) # Ensure symmetry pairwise_potentials = (pairwise_potentials + pairwise_potentials.T) / 2 # Define unary potentials unary_potentials = np.random.randn(n_vars) Step 2: Initialize the Factorized Distribution We’ll initialize the factorized