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stan-dev/stan

Stan is a C++ library for full Bayesian inference using Hamiltonian Monte Carlo (NUTS) and automatic differentiation variational inference.

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Stan provides complete Bayesian inference via the No-U-Turn sampler (a Hamiltonian Monte Carlo variant), approximate Bayesian inference through automatic differentiation variational inference (ADVI), and penalized maximum likelihood estimation with L-BFGS optimization. It builds on the Stan Math library, which supplies automatic differentiation using C++ template overloads along with a templated matrix and probability function library. Multiple interfaces are available including R, Python, MATLAB, Julia, and the command line.

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