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1. deepxde deepxde Public

   A library for scientific machine learning and physics-informed learning

   Python 3.9k 935

2. deeponet deeponet Public

   Learning nonlinear operators via DeepONet based on the universal approximation theorem of operators

   Python 766 194

3. tutorials tutorials Public

   Tutorials on deep learning, Python, and dissipative particle dynamics

   Jupyter Notebook 211 68

4. sumsjob sumsjob Public

   A simple Linux command-line utility which submits a job to one of the multiple GPU servers

   Python 11 1

5. hpinn hpinn Public

   Physics-informed neural networks with hard constraints for inverse design

   Jupyter Notebook 154 39

6. deep-learning-for-indentation deep-learning-for-indentation Public

   Extraction of mechanical properties of materials through deep learning from instrumented indentation

   Python 72 32