mcmc

Bayesian Modeling and Probabilistic Programming in Python

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

#计算机科学#Bayesian inference with probabilistic programming.

#计算机科学#Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more

The Python ensemble sampling toolkit for affine-invariant MCMC

#计算机科学#Owl - OCaml Scientific Computing @ https://ocaml.xyz

RStan, the R interface to Stan

Bayesian Data Analysis demos for Python

#计算机科学#Boltzmann Machines in TensorFlow with examples

#算法刷题#Bitmap generation from a single example with convolutions and MCMC

Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code

Bayesian Data Analysis demos for R

bayesplot R package for plotting Bayesian models

Julia package with selected functions in the R package `rethinking`. Used in the SR2... projects.

#自然语言处理#DGMs for NLP. A roadmap.

#计算机科学#Collection of Monte Carlo (MC) and Markov Chain Monte Carlo (MCMC) algorithms applied on simple examples.

#计算机科学#High-performance Bayesian Data Analysis on the GPU in Clojure

Robust, modular and efficient implementation of advanced Hamiltonian Monte Carlo algorithms

#计算机科学#ParaMonte: Parallel Monte Carlo and Machine Learning Library for Python, MATLAB, Fortran, C++, C.

A batteries-included toolkit for the GPU-accelerated OpenMM molecular simulation engine.