Published onNovember 7, 2025ML vs Probabilistic ProgrammingMachine-LearningStatisticsProbabilistic-ProgrammingHow Bayesian workflows and probabilistic programming differ from typical machine learning practice, from black-box prediction to explicit uncertainty and model criticism.