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The MuE method is now available as part of Pyro docs.pyro.ai/en/dev/contrib…. Big thanks to Fritz Obermeyer for making this possible. AND Checkout talk and poster by Eli Weinstein icml.cc/virtual/2021/p…

NumPyro 0.8 is released with new mixture|directional distributions, transforms, differentiable annealed importance sampling autoguide, tutorial on some strategies to deal with bad posterior geometric github.com/pyro-ppl/numpy…

Sharing a description of TyXe arxiv.org/abs/2110.00276, a little pyro-based BNN library we designed with Hippolyt Ritter which started with his internship with Uber AI Labs and got presented last year at #ProbProg2020. 1/5

Pyro 1.8 is released: 4 new tutorials including single cell transcriptomics, SARS-CoV-2 lineage growth, and drawing with pyro.render_model(); 4 new autoguides and improvements to AutoMultivariateNormal. Thanks Vitalii Kleshchevnikov, PhD, Yerdos Ordabayev! github.com/pyro-ppl/pyro/…

My 1st paper out in Nature Biotechnology 🎉 Thread as promised👇 Cell2location, built from first principles, improves the sensitivity and scale of tissue atlasing (combines single cell + spatial transcriptomics). Amazing teamwork Omer Ali Bayraktar Oliver Stegle nature.com/articles/s4158… 1/n

We are pleased to release NumPyro 0.9.0 which includes the new Stein variational inference, 4 new distributions, 5 new tutorials and examples, and many enhancements and bug fixes. github.com/pyro-ppl/numpy…

I just got a hardcopy of my own book - it finally feels real :) I'm very happy with the print quality (see attached photo) - but you can still get the pdf for free from probml.ai if you prefer.

Pyro 1.8.1 is released: Update to PyTorch 1.11; new tutorial on Bayesian workflow; animated plots in GP tutorial; render_model() now shows params; new distributions and samplers. Thanks Nipun Batra, Karm Patel, and others! github.com/pyro-ppl/pyro/…

Pyro 1.8.2 is released with many minor fixes. github.com/pyro-ppl/pyro/…

Pyro 1.8.3 is released: bug fixes, numerical improvements to Gaussians, optional mode to localize params in nn.Modules github.com/pyro-ppl/pyro/…

NumPyro 0.11.0 has been released, along with four new distributions: EulerMaruyama, GaussianCopula, MatrixNormal, LogUniform, a new tutorial for a text-based ideal point model, support for enumeration in SVI and rendering deterministic sites. github.com/pyro-ppl/numpy…

If you need a first draft Pyro model, try asking ChatGPT. For example: How can I use Pyro to learn user preferences among features based on sparse pairwise comparison data, using variational inference?

Pyro 1.8.5 is released with fixes to support PyTorch 2, new conditional inverse and compose TransformModules, and a substitute handler. Thanks to many new contributors! github.com/pyro-ppl/pyro/…

Pyro 1.8.6 is released: Fixed support for torch 1.11, improved distribution docs, bugfixes with lots of community help. Thanks François Rozet Artem Kushner David A Knowles (@davidaknowles.bsky.social)! github.com/pyro-ppl/pyro/…

NumPyro 0.13.0 is released with several enhancements and bug fixes. Pytree Distribution has a new design that makes it work under jax.vmap, thanks to Pierre Glaser. github.com/pyro-ppl/numpy…

How do you use Pyro/NumPyro? Let us know at forum.pyro.ai/t/pyro-numpyro…

Pyro 1.9 is released, adding type hints by Yerdos Ordabayev, a Zuko normalizing flows tutorial by François Rozet, a simple RandomWalkKernel, new tutorials, and many bug fixes. github.com/pyro-ppl/pyro/…

NumPyro 0.15.0 is released with new contrib modules, including Stochastic Support from Tim Reichelt, Hilbert Space Gaussian Processes Approximation from @juanitorduz, new distributions & enhancements from Till Hoffmann and others. Check the changelog at github.com/pyro-ppl/numpy…

Pyro 1.9.1 is released with a Lévy Stable.log_prob(), a WeighedPredictive, PyroModuleList, bug fixes, and improved type hints. Thanks to Erik Tollerud (@[email protected]), Dario Coscia, Martin Bubel, Ben Zickel, Kipper Fletez-Brant, and others! github.com/pyro-ppl/pyro/…