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1. pde-surrogate pde-surrogate Public

   Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data

   Python 137 52

2. cnn-surrogate cnn-surrogate Public

   Bayesian deep convolutional encoder-decoder networks for surrogate modeling and uncertainty quantification

   Python 102 52

3. ar-pde-cnn ar-pde-cnn Public archive

   Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs

   Python 85 30

4. rans-uncertainty rans-uncertainty Public archive

   Uncertainty Quantification of RANS Data-Driven Turbulence Modeling

   C++ 54 31

5. gptorch gptorch Public

   Gaussian processes with PyTorch

   Python 30 8