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Pyro

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About

Pyro is a universal probabilistic programming language (PPL) written in Python and supported by PyTorch on the backend. It enables flexible and expressive deep probabilistic modeling, unifying deep learning and Bayesian modeling. Key principles: Universal, Scalable, Minimal, Flexible. NumPyro, a NumPy-backed Pyro using JAX, offers significant speedup for HMC and NUTS.

Platform
Web
Keywords
deep learningpytorchprobabilistic programmingbayesian modelingjax
Task
programming modeling

Features

universal probabilistic programming language

composable abstractions

scalable to large data sets

numpy-backed

jit compilation

automatic differentiation

deep probabilistic modeling

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