Mean Field Inference, Machine Learning, Mfi, Python, Applied Machine Learning.
distribution Qi​(Xi​) as independent Bernoulli distributions. # Initialize mean field factors (probabilities of each variable being 1) q = np.random.rand(n_vars) # Ensure probabilities are between 0 and 1 q = np.clip(q, 0.1, 0.9) Step 3: Mean Field Update Equations We’ll iteratively update the