Hacker News with Generative AI: Probabilistic Programming

Etalumis: Bringing Probabilistic Programming to Scientific Simulators at Scale (arxiv.org)
Probabilistic programming languages (PPLs) are receiving widespread attention for performing Bayesian inference in complex generative models.
Probabilistic Programming, Scientific Computing, Machine Learning, Bayesian Inference
3 points by Anon84 40 days ago | 0 comments
Numpyro: Probabilistic programming with NumPy powered by Jax (github.com/pyro-ppl)
NumPyro is a lightweight probabilistic programming library that provides a NumPy backend for Pyro. We rely on JAX for automatic differentiation and JIT compilation to GPU / CPU. NumPyro is under active development, so beware of brittleness, bugs, and changes to the API as the design evolves.
Probabilistic Programming, Python, Machine Learning, Deep Learning, NumPy
115 points by lnyan 73 days ago | 29 comments