Maxwell–Boltzmann distribution

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Physics
Thermodynamics
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Metropolis-Hastings Algorithm

Covers the Metropolis-Hastings and Glauber algorithms for sampling from the Boltzmann distribution in the Curie-Weiss model.

Canonical Ensemble: Probability Distribution

Explores the probability distribution in the canonical ensemble and the Boltzmann distribution.

Approximation to Boltzmann Equation

Covers the approximation treatments of the Boltzmann Equation for photons, phonons, and electrons, exploring diffusion and ballistic-diffuse approaches.

Thermal Fluctuations in Gases

Explores thermal fluctuations in gases and the strength of various bonds, crucial in biological processes.

Finite Elements Method: Application Example 2D

Explores the application of finite elements method in 2D temperature distribution on a square plate.

Protein Folding: Principles and Thermodynamics

Explores protein folding principles, thermodynamics, Boltzmann distribution, and NMR structures in biomolecules.

Kinetic Theory of Gases: Maxwell-Boltzmann Distribution

Explores the Kinetic Theory of Gases and the Maxwell-Boltzmann Distribution.

Thermal History and Cosmic Microwave Background

Discusses the thermal history of the universe and the Cosmic Microwave Background's significance in cosmology.

Kinetic Theory of Gases: Maxwell's Distribution

Explores Maxwell's distribution of molecular speeds in gases and its temperature dependence.

Bayesian Estimation: Unsupervised Learning & MCMC

Explores Bayesian estimation for unsupervised learning and MCMC, using a Spin Glass Card game example.