deepxde
NeuralCDE
| deepxde | NeuralCDE | |
|---|---|---|
| 2 | 1 | |
| 2,343 | 581 | |
| - | - | |
| 8.6 | 0.0 | |
| 17 days ago | over 1 year ago | |
| Python | Python | |
| GNU Lesser General Public License v3.0 only | Apache License 2.0 |
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deepxde
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[Dev-Showcase] Airfoil Optimisation using Physics Informed Neural Networks(PINNs)
Due to certain limitations in MODULUS(We are unable to directly access the point cloud), we are now also exploring other available PINNs libraries and frameworks and stumbled on to deepXDE. deepXDE is a little different than Modulus and I'm currently exploring it.
- Physics-Informed ML Simulator for Wildfire Propagation (Video)
NeuralCDE
What are some alternatives?
NeuralPDE.jl - Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
torchdyn - A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods
diffrax - Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
sktime-dl - DEPRECATED, now in sktime - companion package for deep learning based on TensorFlow
dnn_from_scratch - A high level deep learning library for Convolutional Neural Networks,GANs and more, made from scratch(numpy/cupy implementation).
torchsde - Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
PaddlePaddle - PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）
bittensor - Internet-scale Neural Networks
deep_learning_and_the_game_of_go - Code and other material for the book "Deep Learning and the Game of Go"
OpenChem - OpenChem: Deep Learning toolkit for Computational Chemistry and Drug Design Research
pymadcad - Simple yet powerful CAD (Computer Aided Design) library, written with Python.
sense - Enhance your application with the ability to see and interact with humans using any RGB camera.