Statistical Physics of LearningOffers insights into the statistical physics of learning, exploring the relationship between neural network structure and disordered systems.
Maximum of GaussiansExplores the p-spin model in spin glass theory and the convergence to the Random Energy Model using Gaussian integrals and the replica method.
Statistical Field TheoryCovers the basics of statistical field theory, focusing on Ising models and the Ginsburg-Landau theory.