Information Theory: BasicsCovers the basics of information theory, entropy, and fixed points in graph colorings and the Ising model.
Second Law of ThermodynamicsExplores the Second Law of Thermodynamics, Gibbs Free Energy, equilibrium constants, and Le Châtelier's Principle.
Curie Weiss ModelCovers the Curie-Weiss model in Statistical Physics, including magnetization probability, free entropy, and the cavity method.
Belief Propagation on TreesExplores Belief Propagation on trees, discussing cavity marginals, message passing algorithms, and the computation of free entropy.