62 results found Sort:

Learning in infinite dimension with neural operators.
Created 2020-10-13
535 commits to main branch, last one 8 days ago
194
916
other
37
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
Created 2017-03-14
2,453 commits to master branch, last one 14 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
1,858 commits to master branch, last one 11 days ago
FreeFEM source code
Created 2018-02-15
7,586 commits to master branch, last one 3 months 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 9 months ago
175
678
lgpl-3.0
47
Next generation FEniCS problem solving environment
Created 2018-04-05
27,832 commits to main branch, last one 19 hours ago
94
651
mit
21
Grid-based approximation of partial differential equations in Julia
Created 2019-03-15
4,960 commits to master branch, last one 16 days ago
Julia package for function approximation
Created 2013-07-01
4,173 commits to master branch, last one 2 months ago
145
482
other
31
FiPy is a Finite Volume PDE solver written in Python
Created 2014-08-25
5,605 commits to master branch, last one 3 months ago
256
476
mit
54
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
9,419 commits to main branch, last one 15 hours ago
59
401
mit
10
Python package for numerical derivatives and partial differential equations in any number of dimensions.
Created 2018-03-17
405 commits to master branch, last one 5 months ago
Python package for solving partial differential equations using finite differences.
Created 2020-02-21
1,219 commits to master branch, last one 9 days ago
Finite element toolbox for Julia
Created 2015-09-02
819 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
48
304
unknown
25
18.S096 - Applications of Scientific Machine Learning
Created 2020-01-05
21 commits to master branch, last one 2 years ago
106
299
other
20
The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems
Created 2016-10-20
3,282 commits to master branch, last one 6 days ago
105
297
unknown
14
PDE-Net: Learning PDEs from Data
Created 2018-05-24
2 commits to master branch, last one 4 years ago
Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R
Created 2016-10-31
2,611 commits to master branch, last one 14 days 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 11 months ago
65
281
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 11 months ago
94
251
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
8 commits to master branch, last one 2 years 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 4 years ago
DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia
Created 2021-05-19
439 commits to main branch, last one 14 days ago
[NeurIPS 2021] Galerkin Transformer: a linear attention without softmax
Created 2021-05-04
105 commits to main branch, last one about a year ago
Tools for building fast, hackable, pseudospectral partial differential equation solvers on periodic domains
Created 2017-07-01
1,978 commits to main branch, last one 4 months ago
Solution of nonlinear multiphysics partial differential equation systems using the Voronoi finite volume method
Created 2019-04-09
739 commits to master branch, last one about a month ago