Explore the fundamental concepts of computing partition functions in this comprehensive lecture from the Geometry of Polynomials Boot Camp. Delve into the Ising model and easement model, understanding their significance in statistical physics. Discover the importance of partition functions and their role in describing phase transitions. Learn about the Li Yang Theorem and its proof, including inductive reasoning and random algorithms. Gain insights into Markov Chain Monte Carlo methods and their applications in computational physics.