Pyro is a flexible, scalable deep probabilistic programming library built on PyTorch. Notably, it was designed with these principles in mind: Pyro was originally developed at Uber AI and is now ...

"Much of modern machine learning can be cast as approximate inference and expressed succinctly in a language like Pyro. To motivate the rest of this tutorial, let's build a generative model for a ...