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This lecture covers the Boltzmann distribution for classical and quantum particles, including Fermi-Dirac and Bose-Einstein distributions. It also discusses probability in classical systems, different thermodynamic ensembles, ensemble properties evaluation, phase space, configuration space, and ensemble sampling methods.