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35 repositories
- Implementation of domain-specific language (DSL) for dynamic probabilistic programming
- Bayesian inference with probabilistic programming.
- Implementation of advanced Sequential Monte Carlo and particle MCMC algorithms
- Implementations of parallel tempering algorithms to augment samplers with tempering capabilities
- Implementation of normalising flows and constrained random variable transformations
MCMCChains.jl
PublicTypes and utility functions for summarizing Markov chain Monte Carlo simulations- Robust, modular and efficient implementation of advanced Hamiltonian Monte Carlo algorithms
- Julia implementation of elliptical slice sampling.
- Implementations of single and multi-ellipsoid nested sampling
- Automatic differentiation of Distributions using Tracker, Zygote, ForwardDiff and ReverseDiff
TuringGLM.jl
PublicBayesian Generalized Linear models using `@formula` syntax.- Documentation and tutorials for the Turing language
AdvancedMH.jl
PublicRobust implementation for random-walk Metropolis-Hastings algorithms- Tape based task copying in Turing