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lululxvi/deepxde

A Python library for scientific machine learning and physics-informed learning

3.9K

Stable

Python

Scientific Machine Learning

API Frameworks

PyTorch

#deep-learning#physics-informed-learning#scientific-machine-learning

tum-pbs/PhiFlow

A differentiable PDE solving framework for machine learning tasks that leverage fluid simulations.

1.8K

Active

Python

Computer Vision

API Frameworks

Python

#differentiable-simulations#fluid-simulations#neural-networks

SciML/ModelingToolkit.jl

A Julia framework for acausal modeling, symbolic math, and parallelized scientific machine learning.

1.6K

Active

Julia

ML Ops

API Frameworks

#acausal-modeling#symbolic-math#parallelized-sciml

tum-pbs/pbdl-book

Physics-based Deep Learning Book v0.3 - a comprehensive resource for AI developers

1.3K

Stable

Jupyter Notebook

React

#deep-learning#artificial-intelligence#physics-based

SciML/NeuralPDE.jl

Physics-Informed Neural Networks (PINN) Solvers for accelerated simulation and scientific machine learning.

1.2K

Active

Julia

Scientific AI

API Frameworks

#differential-equations#neural-networks#scientific-machine-learning

bitzhangcy/Neural-PDE-Solver

This is a library for solving partial differential equations using neural networks.

1.1K

Active

ML Ops

API Frameworks

Python

#neural-networks#partial-differential-equations#scientific-computing

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