A resource list for causality in statistics, data science and physics
Pytorch differentiable molecular dynamics
A collection of interactive notebooks to explain concepts of quantum mechanics and related topics
Statistical Mechanics on Lattices
open source E-book on statistical physics
Error propagation and statistical analysis for Markov chain Monte Carlo simulations in lattice QCD and statistical mechanics using autograd
computes most of information functions (joint entropy, conditional, mutual information, total correlation information distance) and deep information networks
Parallel random matrix tools and complexity for deep learning
Physics-inspired transformer modules based on mean-field dynamics of vector-spin models in JAX
This is a collection of answers to a SM book written by R. K. Pathria & Paul D. Beale. Lecture notes can be added too.
Lorenz attractors, statistical mechanics, nonlinear dynamical systems, computational physics.
📖 Algorithms in simulation: Markov chain Monte Carlo, Hybrid Monte Carlo, Heat Bath Algorithm, Path integral, Density matrices etc.
Infinite order automatic differentiation for Monte Carlo with unnormalized probability distribution
Links to books, webpages, essays, apps, and other stuff from the internet.
Simulation of an Ideal Gas to Verify Maxwell-Boltzmann distribution
mechanics, statistical mechanics, fluid dynamics, thermodynamics, quantum mechanics, electromagnetism
Multiscale Modelling Tool - mathematical modelling without the maths
A repository for the final project implementing/applying Boltzmann generators for Computational Statistical Physics (PHYS 7810) at CU Boulder