numpyro

Probabilistic programming library built on top of NumPy and JAX, designed for flexible and efficient Bayesian modeling. It leverages JAX's automatic differentiation and GPU/TPU acceleration capabilities to provide a high-performance environment for statistical modeling and inference, supporting various inference algorithms like Hamiltonian Monte Carlo (HMC) and No-U-Turn Sampler (NUTS). NumPyro is particularly useful for researchers and data scientists who require scalable and flexible tools for complex statistical modeling.