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Probabilistic Deep Learning finds its application in autonomous vehicles and medical diagnoses. This is an increasingly important area of deep learning that aims to quantify the noise and uncertainty that is often present in real-world datasets.
Deep probabilistic modeling with Pyro. This repository includes various probabilistic models developed based on Pyro, a deep universal probabilistic programming framework backed by PyTorch.