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 Monte Carlo simulations in lattice QCD and statistical mechanics using autograd.

Physics-inspired transformer modules based on mean-field dynamics of vector-spin models in JAX

computes most of information functions (joint entropy, conditional, mutual information, total correlation information distance) and deep information networks

This is a collection of answers to a SM book written by R. K. Pathria & Paul D. Beale. Lecture notes can be added too.

Parallel random matrix tools and complexity for deep learning

mechanics, statistical mechanics, fluid dynamics, thermodynamics, quantum mechanics, electromagnetism

Lorenz attractors, statistical mechanics, nonlinear dynamical systems, computational physics.

Links to books, webpages, essays, apps, and other stuff from the internet.

📖 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

Simulation of an Ideal Gas to Verify Maxwell-Boltzmann distribution

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

Algorithms used in Statistical Mechanics