Probability plays a key role in modern physics: an international team of philosophers illuminate this role by exploring the epistemology and metaphysics of probabilities. They discuss statistical physics, probabilistic modelling, and quantum mechanics and critically assess objectivist and subjectivist views of probabilities in these fields.