71 results found Sort:

Learning in infinite dimension with neural operators.
Created 2020-10-13
667 commits to main branch, last one 2 days ago
204
1.0k
other
36
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
Created 2017-03-14
2,727 commits to master branch, last one 20 days ago
Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods
Created 2018-12-26
1,927 commits to master branch, last one 20 days ago
186
818
lgpl-3.0
47
Next generation FEniCS problem solving environment
Created 2018-04-05
28,039 commits to main branch, last one 8 days ago
FreeFEM source code
Created 2018-02-15
7,731 commits to master branch, last one 24 days ago
99
730
mit
21
Grid-based approximation of partial differential equations in Julia
Created 2019-03-15
5,247 commits to master branch, last one 19 days ago
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
Created 2016-10-31
1,297 commits to master branch, last one about a year ago
Julia package for function approximation
Created 2013-07-01
4,176 commits to master branch, last one about a month ago
268
523
mit
52
Simulation and Parameter Estimation in Geophysics - A python package for simulation and gradient based parameter estimation in the context of geophysical applications.
Created 2013-11-26
9,510 commits to main branch, last one 15 days ago
152
521
other
30
FiPy is a Finite Volume PDE solver written in Python
Created 2014-08-25
5,619 commits to master branch, last one about a month ago
65
453
mit
10
Python package for numerical derivatives and partial differential equations in any number of dimensions.
Created 2018-03-17
477 commits to master branch, last one 5 days ago
Python package for solving partial differential equations using finite differences.
Created 2020-02-21
1,271 commits to master branch, last one 11 days ago
Finite element toolbox for Julia
Created 2015-09-02
914 commits to master branch, last one a day ago
Graph Neural PDEs
Created 2021-01-06
166 commits to main branch, last one 2 years ago
117
321
other
19
The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems
Created 2016-10-20
3,472 commits to master branch, last one 2 days ago
Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R
Created 2016-10-31
3,136 commits to master branch, last one 8 days ago
104
311
unknown
14
PDE-Net: Learning PDEs from Data
Created 2018-05-24
2 commits to master branch, last one 5 years ago
48
307
unknown
25
18.S096 - Applications of Scientific Machine Learning
Created 2020-01-05
21 commits to master branch, last one 2 years ago
68
298
apache-2.0
16
PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks
Created 2019-07-16
179 commits to master branch, last one about a year ago
Linear operators for discretizations of differential equations and scientific machine learning (SciML)
This repository has been archived (exclude archived)
Created 2017-05-16
1,482 commits to master branch, last one about a year ago
DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia
This repository has been archived (exclude archived)
Created 2021-05-19
440 commits to main branch, last one 3 months ago
99
269
bsd-3-clause
15
An interactive book about the Riemann problem for hyperbolic PDEs, using Jupyter notebooks.
Created 2015-03-19
936 commits to master branch, last one about a year ago
Deep BSDE solver in TensorFlow
Created 2017-09-05
9 commits to master branch, last one 3 months ago
TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).
Created 2019-07-04
67 commits to master branch, last one 5 years ago
[NeurIPS 2021] Galerkin Transformer: a linear attention without softmax for Partial Differential Equations
Created 2021-05-04
105 commits to main branch, last one 2 years ago
Solution of nonlinear multiphysics partial differential equation systems using the Voronoi finite volume method
Created 2019-04-09
999 commits to master branch, last one 12 days ago
Tools for building fast, hackable, pseudospectral partial differential equation solvers on periodic domains
Created 2017-07-01
2,002 commits to main branch, last one 29 days ago