Lectures related to Equilibrium and Distribution

Kinetic Theory: Distribution Function Evolution

Explores the evolution of the distribution function describing particles in phase space.

Molecular Dynamics: Lennard-Jones Liquid

Explores the molecular dynamics simulation of a Lennard-Jones liquid and its equilibrium velocity distribution.

Temperature and Kinetic Energy

Explores the relationship between temperature and kinetic energy in thermodynamics and the Boltzmann distribution.

Plasma Physics: Self-consistent Description

Covers the self-consistent description of a plasma and conservation principles.

Chemical Equilibria and Reactivity

Explores gas properties, pressure, ideal and real gases, energy in reactions, and gas laws.

Molecular dynamics under constraints

Explores molecular dynamics simulations under holonomic constraints, focusing on numerical integration and algorithm formulation.

Efficient Stochastic Numerical Methods

Explores efficient stochastic numerical methods for modeling and learning, covering topics like the Analytical Engine and kinase inhibitors.

Quantum Jump: Theory and Algorithms

Explores the theory of quantum jumps in open quantum systems and their simulation.

Simulation & Optimization: Poisson Process & Random Numbers

Explores simulation pitfalls, random numbers, discrete & continuous distributions, and Monte-Carlo integration.

Astrophysical Fluids & Plasmas

Explores the composition of the cosmos, dynamics of fluids and plasmas, and conservation equations.

Quantum Physics: Wave-Particle Duality

Explores wave-particle duality in quantum physics, covering interference, matter waves, and energy quantization.

Thermal History and Cosmic Microwave Background

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

Evaporation Physics: Kinetic Theory of Gases

Covers the kinetic theory of gases and its application in evaporation physics, including Fick's Law of Diffusion and the Maxwell-Boltzmann distribution.

Neutrino Decoupling in Early Universe

Explores neutrino decoupling in the early universe and its implications on cosmic evolution.

Statistical Physics: Systems Isolation

Explores statistical physics concepts in isolated systems, focusing on entropy and disorder.

Mixture Models: Simulation-based Estimation

Explores mixture models, including discrete and continuous mixtures, and their application in capturing taste heterogeneity in populations.

Monte Carlo Methods: Thermal Radiation Applications

Discusses the application of Monte Carlo methods in thermal radiation analysis, focusing on probability functions and numerical integration techniques.

Overview of Particle Physics and Rutherford Scattering

Covers the constituents of matter, fundamental forces, the Standard Model, natural units, and particle interaction experiments.

Scientific Computing in Neuroscience

Explores the history and tools of scientific computing in neuroscience, emphasizing the simulation of neurons and networks.

Stochastic Simulation: Markov Chains and Monte Carlo

Covers Markov chains, Monte Carlo methods, low discrepancy sequences, and multidimensional integrals computation.