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Explores the physical sense of potentials, equilibrium between subsystems, and work and free energy in systems.
Explores thermodynamic identities, entropy changes, and thermal machine efficiencies, including Carnot and Otto cycles, heat pumps, and heating methods.
Covers the Metropolis-Hastings and Glauber algorithms for sampling from the Boltzmann distribution in the Curie-Weiss model.
Covers advanced numerical analysis topics including deep neural networks and optimization methods.
