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py_1d_heat

1D Heat Equation Model Problem for Field Inversion and Machine Learning Demonstration

pysr

High-Performance Symbolic Regression in Python and Julia

pythonfoam

In-situ data analyses and machine learning with OpenFOAM and Python

pytorch-handbook

pytorch handbook是一本开源的书籍，目标是帮助那些希望和使用PyTorch进行深度学习开发和研究的朋友快速入门，其中包含的Pytorch教程全部通过测试保证可以成功运行

pytorch_geometric

Graph Neural Network Library for PyTorch

rans-uncertainty

Uncertainty Quantification of RANS Data-Driven Turbulence Modeling

recur

symbolic regression

reinforcement-learning-in-robotics

This is a private learning repository for reinforcement learning techniques used in robotics.

reinforcement-learning-with-tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

relexi

This is the repository for Relexi, a scalable reinforcement learning framework for CFD on HPC systems

renkf_parameter_estimation

sa-pinns

Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]

sga-pde

Symbolic genetic algorithm for discovering open-form partial differential equations

sindy-sa

SINDy-SA Framework: Enhancing nonlinear system identification with sensitivity analysis

solver-in-the-loop

Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers

sparsespatialsampling

Data reduction algorithm for CFD

spinn

Sparse Physics-based and Interpretable Neural Networks

spod_python

Pythonic spectral proper orthogonal decomposition

srbench

A living benchmark framework for symbolic regression

su2

SU2: An Open-Source Suite for Multiphysics Simulation and Design

su2_ver5_fiml_axisymmetry

SU2 version 5 FIML Holland branch - M. S. Kim modified version to implement axisymmetric source term, fix some bugs, and add some useful functions

symbolic_deep_learning

Code for "Discovering Symbolic Models from Deep Learning with Inductive Biases"

symbolicregression

SR based on LLMs.

tbnns

Tensor Basis Neural Network for Scalar Mixing

tecplot-macro-scripts.

Useful PyTecplot and Tecplot Macro Scripts.

tensorflowfoam

Integrating the TensorFlow 1.15 C-API into OpenFOAM 5.0 for data-driven CFD algorithm development

tffb

This project contains the TensorFlow Fortran Binding (TFFB) library, which allows to load and evaluate Keras models directly from Fortran.

tht-cnn

Prediction of turbulent heat transfer using convolutional neural networks (CNNs)

tl-pi-deeponet

torchfoam

Using PyTorch within OpenFOAM