hmc topic

List hmc repositories

littlemcmc

51
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8
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A lightweight and performant implementation of HMC and NUTS in Python, spun out of the PyMC project.

numpyro

2.1k
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222
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Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

Bayesian-Neural-Networks

1.8k
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295
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Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more

mcmc

158
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45
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A C++ library of Markov Chain Monte Carlo (MCMC) methods

hamiltorch

394
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60
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PyTorch-based library for Riemannian Manifold Hamiltonian Monte Carlo (RMHMC) and inference in Bayesian neural networks

AdvancedHMC.jl

220
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39
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Robust, modular and efficient implementation of advanced Hamiltonian Monte Carlo algorithms

mici

209
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27
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Manifold Markov chain Monte Carlo methods in Python

TuringGLM.jl

63
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7
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Bayesian Generalized Linear models using `@formula` syntax.

LatticeQCD.jl

131
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16
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A native Julia code for lattice QCD with dynamical fermions in 4 dimension.