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AI4PDE

11 repositories

Learning in infinite dimension with neural operators.

Python 2,333 597 Updated Dec 30, 2024

A library for scientific machine learning and physics-informed learning

Python 2,842 764 Updated Dec 31, 2024

Differentiable Fluid Dynamics Package

Python 351 59 Updated Dec 12, 2024

Tutorials on deep learning, Python, and dissipative particle dynamics

Jupyter Notebook 168 56 Updated Jul 17, 2022

Welcome to the Physics-based Deep Learning Book (v0.2)

Jupyter Notebook 1,028 162 Updated Dec 9, 2024

Computational Fluid Dynamics in JAX

Jupyter Notebook 770 109 Updated Aug 8, 2024

PDEBench: An Extensive Benchmark for Scientific Machine Learning

Python 794 92 Updated Dec 28, 2024

Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.

Python 262 41 Updated Aug 12, 2024

Using graph network to solve PDEs

Python 359 85 Updated Aug 15, 2023

Code for the paper "Poseidon: Efficient Foundation Models for PDEs"

Python 113 15 Updated Dec 2, 2024