#Partial-differential-equations

Showing 15 of 15 repositories tagged #partial-differential-equations, ranked by stars

cantaro86
cantaro86
Financial-Models-Numerical-Methods

Collection of notebooks about quantitative finance, with interactive python code.

Score
100
★ 7.0k ⑂ 1.2k +30/day
Jupyter Notebook
SciML
SciML
NeuralPDE.jl

Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

Score
100
★ 1.2k ⑂ 243 +1/day
Julia
SciML
SciML
SciMLTutorials.jl

Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.

Score
50
★ 740 ⑂ 127
CSS
zwicker-group
zwicker-group
py-pde

Python package for solving partial differential equations using finite differences.

Score
75
★ 461 ⑂ 65
Python
314arhaam
314arhaam
heat-pinn

A Physics-Informed Neural Network to solve 2D steady-state heat equations.

Score
25
★ 184 ⑂ 26
Jupyter Notebook
jostbr
jostbr
shallow-water

Python model solving the shallow water equations (linear momentum, nonlinear continuity)

Score
100
★ 177 ⑂ 40
Python
Photon-AI-Research
Photon-AI-Research
NeuralSolvers

Neural network based solvers for partial differential equations and inverse problems :milky_way:. Implementation of physics-informed neural networks in pytorch.

Score
86
★ 172 ⑂ 50 +1/day
Python
skoohy
skoohy
GPT-PINN

Generative Pre-Trained Physics-Informed Neural Networks Implementation

Score
71
★ 122 ⑂ 25 +1/day
Python
theochem
theochem
grid

Python library for numerical integration, interpolation, and differentiation on (molecular) grids.

Score
0
★ 99 ⑂ 38
Python
cics-nd
cics-nd
ar-pde-cnn

Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs

Score
43
★ 98 ⑂ 30 +1/day
Python
clegaard
clegaard
deep_learning_for_dynamical_systems
Score
29
★ 91 ⑂ 20
Python
junbinhuang
junbinhuang
DeepRitz

Implementation of the Deep Ritz method and the Deep Galerkin method

Score
14
★ 65 ⑂ 19
Python
MachineLearningJournalClub
MachineLearningJournalClub
MLJC-UniTo-ProjectX-2020-public

Public repository for the proposal “Physics-Informed Machine Learning Simulator for Wildfire Propagation” - MLJC University of Turin - ProjectX2020 Competition (UofT AI)

Score
0
★ 48 ⑂ 10
Jupyter Notebook
airexlab
airexlab
fastvpinns

FastVPINNs - A tensor-driven acceleration of VPINNs for complex geometries

Score
57
★ 48 ⑂ 66
Python
gilbertfrancois
gilbertfrancois
partial-differential-equations

Notes and examples on how to solve partial differential equations with numerical methods, using Python.

Score
0
★ 43 ⑂ 11
Jupyter Notebook
Related Topics
#python#neural-network#deep-learning#machine-learning#scientific-machine-learning#differential-equations#pinn#physics-informed-neural-networks#pytorch#ordinary-differential-equations#pde#stochastic-differential-equations

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