85 results found Sort:

SciML
DifferentialEquations.jl SciML
231
2.9k
other
56
Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equation...
r dae dde ode sde spde julia sciml python numerical scientific dynamical-systems stochastic-processes differentialequations differential-equations scientific-machine-learning delay-differential-equations neural-differential-equations differential-algebraic-equations stochastic-differential-equations
Created 2016-05-11
1,400 commits to master branch, last one about a month ago
lululxvi
deepxde lululxvi
762
2.8k
lgpl-2.1
55
A library for scientific machine learning and physics-informed learning
jax pde pinn paddle pytorch deeponet operator tensorflow deep-learning neural-network multi-fidelity-data physics-informed-learning scientific-machine-learning
Created 2019-02-08
1,213 commits to master branch, last one 3 days ago
SciML
SciMLBook SciML
336
1.9k
unknown
66
Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)
sciml neural-ode neural-sde parallelism gpu-computing lecture-notes neural-networks stiff-equations numerical-methods scientific-simulators differential-equations performance-engineering scientific-machine-learning
Created 2019-08-29
365 commits to master branch, last one 5 days ago
SciML
ModelingToolkit.jl SciML
210
1.4k
other
28
An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and ...
dae dde ode pde sde julia sciml acausal symbolic optimization equation-based computer-algebra symbolic-numerics symbolic-computation nonlinear-programming differential-equations scientific-machine-learning delay-differential-equations ordinary-differential-equations stochastic-differential-equations
Created 2018-02-27
6,737 commits to master branch, last one 3 days ago
SciML
NeuralPDE.jl SciML
202
1.0k
other
36
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
ode pde pinn sciml scientific-ai scientific-ml neural-network neural-networks machine-learning differentialequations differential-equations scientific-machine-learning neural-differential-equations partial-differential-equations ordinary-differential-equations
Created 2017-03-14
2,727 commits to master branch, last one 6 days ago
SciML
DiffEqFlux.jl SciML
153
873
mit
31
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
pinn stiff-ode neural-dde neural-ode neural-pde neural-sde neural-sdes scientific-ai scientific-ml neural-networks differentialequations differential-equations neural-jump-diffusions physics-informed-learning scientific-machine-learning delay-differential-equations neural-differential-equations partial-differential-equations ordinary-differential-equations stochastic-differential-equations
Created 2018-12-26
1,927 commits to master branch, last one 5 days ago
SciML
Optimization.jl SciML
83
739
mit
15
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable inte...
julia sciml optimization hacktoberfest local-optimization convex-optimization global-optimization nonlinear-optimization automatic-differentiation mixed-integer-programming algorithmic-differentiation scientific-machine-learning derivative-free-optimization
Created 2020-05-06
2,106 commits to master branch, last one 12 days ago
SciML
SciMLTutorials.jl SciML
127
720
other
24
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
r dae dde ode pde sde julia sciml python neural-ode hacktoberfest differentialequations differential-equations scientific-machine-learning neural-differential-equations partial-differential-equations ordinary-differential-equations stochastic-differential-equations
Created 2016-10-31
1,297 commits to master branch, last one about a year ago
SciML
OrdinaryDiffEq.jl SciML
214
571
other
19
High performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) solvers, including neural ordinary differential equations (neural ODEs) and scientific machine learning ...
ode julia sciml adaptive hacktoberfest event-handling high-performance differentialequations differential-equations scientific-machine-learning ordinary-differential-equations
Created 2016-10-22
9,492 commits to master branch, last one 14 hours ago
SciML
diffeqpy SciML
43
544
mit
20
Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization
dae dde ode sde sdes numba sciml differentialequations differential-equations scientific-machine-learning delay-differential-equations ordinary-differential-equations differential-algebraic-equations stochastic-differential-equations
Created 2018-04-21
224 commits to master branch, last one 22 hours ago
SciML
Catalyst.jl SciML
78
465
other
17
Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPU-parallelized, and O(1) solvers in open source software.
dsl ode sde julia sciml biology rate-laws simulation systems-biology reaction-network chemical-reactions gillespie-algorithm differential-equations systems-biology-simulation scientific-machine-learning
Created 2017-02-06
4,776 commits to master branch, last one a day ago
JuDFTteam
best-of-atomistic-machine-learning JuDFTteam
38
412
cc-by-sa-4.0
10
🏆 A ranked list of awesome atomistic machine learning projects ⚛️🧬💎.
ai4science awesome-list best-of-list drug-discovery condensed-matter surrogate-models quantum-chemistry molecular-dynamics materials-discovery electronic-structure scientific-computing materials-informatics interatomic-potentials computational-chemistry density-functional-theory atomistic-machine-learning scientific-machine-learning computational-materials-science
Created 2023-06-09
406 commits to main branch, last one 9 days ago
SciML
DataDrivenDiffEq.jl SciML
57
411
mit
20
Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization
ode julia sciml differential-equations scientific-machine-learning
Created 2019-10-04
1,066 commits to master branch, last one about a month ago
SciML
Surrogates.jl SciML
70
338
other
13
Surrogate modeling and optimization for scientific machine learning (SciML)
julia sciml surrogate surrogates optimization surrogate-models differential-equations automatic-differentiation high-performance-computing scientific-machine-learning surrogate-based-optimization
Created 2019-05-08
1,222 commits to master branch, last one 6 days ago
SciML
SciMLSensitivity.jl SciML
71
334
other
20
A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, S...
dae dde ode sde sciml adjoint neural-ode neural-sde hacktoberfest backpropogation sensitivity-analysis differentialequations differential-equations scientific-machine-learning
Created 2016-11-02
3,469 commits to master branch, last one 6 days ago
SciML
DiffEqBase.jl SciML
117
321
other
19
The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems
dae dde ode pde sde sciml neural-ode hacktoberfest differentialequations differential-equations scientific-machine-learning delay-differential-equations neural-differential-equations partial-differential-equations ordinary-differential-equations differential-algebraic-equations stochastic-differential-equations
Created 2016-10-20
3,469 commits to master branch, last one 6 days ago
SciML
SciMLBenchmarks.jl SciML
85
319
mit
17
Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R
ai dae jax ode pde sde julia sciml matlab python pytorch benchmark neural-ode ai-for-science differentialequations differential-equations scientific-machine-learning nerual-differential-equations partial-differential-equations
Created 2016-10-31
3,130 commits to master branch, last one 17 hours ago
mitmath
18S096SciML mitmath
48
307
unknown
25
18.S096 - Applications of Scientific Machine Learning
sciml neural-ode lecture-notes neural-networks differential-equations scientific-machine-learning partial-differential-equations
Created 2020-01-05
21 commits to master branch, last one 2 years ago
SciML
ComponentArrays.jl SciML
35
298
mit
3
Arrays with arbitrarily nested named components.
array julia arrays controls modeling neural-ode simulation named-tuples optimization control-systems neural-networks machine-learning dynamical-systems modeling-language simulation-modeling controls-and-dynamics differentialequations differential-equations scientific-machine-learning
Created 2020-04-10
503 commits to main branch, last one 7 days ago
SciML
DiffEqGPU.jl SciML
30
285
mit
11
GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem
dae dde gpu ode sde sciml neural-ode gpu-parallelism differentialequations differential-equations scientific-machine-learning neural-differential-equations
Created 2019-06-24
911 commits to master branch, last one 6 days ago
SciML
DiffEqOperators.jl SciML
74
283
other
17
Linear operators for discretizations of differential equations and scientific machine learning (SciML)
fdm pde sde julia sciml neural-ode matrix-free differentialequations differential-equations finite-difference-method scientific-machine-learning neural-differential-equations partial-differential-equations stochastic-differential-equations
This repository has been archived (exclude archived)
Created 2017-05-16
1,482 commits to master branch, last one about a year ago
SciML
DiffEqDocs.jl SciML
245
279
other
17
Documentation for the DiffEq differential equations and scientific machine learning (SciML) ecosystem
dae dde ode sde sciml neural-ode hacktoberfest differential-equations physics-informed-learning scientific-machine-learning
Created 2016-11-01
2,414 commits to master branch, last one about a month ago
SciML
FluxNeuralOperators.jl SciML
41
268
mit
12
DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia
gnn pde julia deeponet operator deep-learning fourier-transform differential-equations fourier-neural-operator automatic-differentiation scientific-machine-learning partial-differential-equations
This repository has been archived (exclude archived)
Created 2021-05-19
440 commits to main branch, last one 2 months ago
SciML
StochasticDiffEq.jl SciML
69
260
other
14
Solvers for stochastic differential equations which connect with the scientific machine learning (SciML) ecosystem
ito rde sde rode sode noise sciml random solvers adaptive stochastic stratonovich hacktoberfest stochastic-processes differentialequations differential-equations scientific-machine-learning random-differential-equations stochastic-differential-equations
Created 2016-10-22
2,350 commits to master branch, last one 9 days ago
Koopman-Laboratory
KoopmanLab Koopman-Laboratory
19
250
gpl-3.0
8
A library for Koopman Neural Operator with Pytorch.
koopman pytorch deep-learning neural-network neural-operator scientific-machine-learning
Created 2022-12-21
144 commits to main branch, last one 2 months ago
SciML
LinearSolve.jl SciML
54
249
other
11
LinearSolve.jl: High-Performance Unified Interface for Linear Solvers in Julia. Easily switch between factorization and Krylov methods, add preconditioners, and all in one interface.
amg gpu julia sciml multigrid factorization newton-krylov krylov-methods linear-algebra linear-solvers preconditioners distributed-computing differential-equations scientific-machine-learning
Created 2021-07-02
1,506 commits to main branch, last one 8 days ago
SciML
NonlinearSolve.jl SciML
42
244
mit
13
High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.
julia sciml bracketing equilibrium steady-state factorization newton-krylov newton-method sparse-matrix newton-raphson sparse-matrices nonlinear-equations differential-equations deep-equilibrium-models high-performance-computing scientific-machine-learning
Created 2020-08-30
2,003 commits to master branch, last one 4 days ago
SciML
Integrals.jl SciML
30
230
mit
8
A common interface for quadrature and numerical integration for the SciML scientific machine learning organization
julia sciml julialang quadrature integration julia-language numerical-integration automatic-differentiation differentiable-programming algorithmic-differentiation scientific-machine-learning
Created 2019-08-08
645 commits to master branch, last one about a month ago
ChrisRackauckas
universal_differential_equations ChrisRackauckas
59
220
mit
18
Repository for the Universal Differential Equations for Scientific Machine Learning paper, describing a computational basis for high performance SciML
sciml neural-ode scientific-machine-learning universal-differential-equations
Created 2019-12-16
159 commits to master branch, last one 2 years ago
SciML
RecursiveArrayTools.jl SciML
58
218
other
9
Tools for easily handling objects like arrays of arrays and deeper nestings in scientific machine learning (SciML) and other applications
array sciml vector recursion scientific-machine-learning
Created 2016-10-30
1,180 commits to master branch, last one about a month ago