Ising curie-weiss modelCovers the Ising Curie-Weiss model, discussing spins, interactions, and phase transitions in magnetic systems.
Cavity and variational methodsExplores the cavity method for the run-fill Ising model and the variational method for approximating the Boltzmann distribution.
Curie Weiss ModelCovers the Curie-Weiss model in Statistical Physics, including magnetization probability, free entropy, and the cavity method.
Bethe Free EntropyCovers the computation of Bethe free entropy and the interpretation of messages between variables and factors.
Source Coding TheoremExplores the Source Coding Theorem, entropy, Huffman coding, and conditioning's impact on entropy reduction.
Statistical Field TheoryCovers the basics of statistical field theory, focusing on Ising models and the Ginsburg-Landau theory.
Phase Transitions in the Ising ModelExplores phase transitions in the Ising model, mean magnetization, susceptibility, critical exponents, and the universality of critical exponents.