Are you an EPFL student looking for a semester project?
Work with us on data science and visualisation projects, and deploy your project as an app on top of Graph Search.
This lecture introduces the Curie-Weiss model, a simplistic yet influential model used to describe the magnetic properties of materials. The model involves spins representing magnetic moments in atoms, interactions between spins, and the concept of magnetization. By exploring the impact of temperature on the system, the lecture delves into the phase transition phenomenon, highlighting how magnetization evolves in high and low-temperature regimes. The analysis involves probability spaces, exponential terms, and the role of the inverse temperature parameter beta. Through a detailed explanation of the model's probabilistic aspects and the convergence in distribution, the instructor provides insights into the behavior of magnetization as the system size grows.