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Named Tensor Notation (v1.0 release w/ David Chiang, Boaz Barak ) - a "dangerous and irresponsible" proposal for reproducible math in deep learning. PDF: arxiv.org/abs/2102.13196 Comments: github.com/namedtensor/no… Why not Einsum? namedtensor.github.io/#alternatives

Pyro 1.6 is released: Update to PyTorch 1.8; stronger model validation; masked conditioning; new tutorials, distributions, reparametrizer, constraints; major shape fixes to distributions. Autonaming & parallel-scan enumeration for SVI by Yerdos Ordabayev. github.com/pyro-ppl/pyro/…

Pyro 1.7 is released: PyTorch 1.9, biological sequence models, streaming MCMC for big models, AutoStructured guide, reparametrizer initialization, 3 tutorials, 8 distributions. Thanks Eli Weinstein Vitalii Kleshchevnikov, PhD Ola Rønning Mateusz Sokół Hrishikesh Kamath Yerdos Ordabayev github.com/pyro-ppl/pyro/…

The greatest thing you’ll ever learn? Just to love, and be loved in return? And… Bayesian analysis. A valuable approach to SM colocalization analysis from light microscopy data. biorxiv.org/content/10.110…

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/…

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/…

Айсултан Сеитов, Жандос Кахар, Ануар Базаргелді - мы на пороге фундамен... youtu.be/q9DPrptVi7s via YouTube

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…

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/…

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/…