73 results found Sort:

SciML
DifferentialEquations.jl SciML
235
2.9k
other
55
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
1,406 commits to master branch, last one 11 days ago
SciML
SciMLBook SciML
345
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
367 commits to master branch, last one about a month ago
SciML
ModelingToolkit.jl SciML
214
1.5k
other
26
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
7,642 commits to master branch, last one 21 hours ago
SciML
NeuralPDE.jl SciML
213
1.1k
other
35
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
2,805 commits to master branch, last one a day ago
pdebench
PDEBench pdebench
102
862
other
16
PDEBench: An Extensive Benchmark for Scientific Machine Learning
ai jax sciml pytorch benchmark scientific simulation deep-learning fluid-dynamics neural-networks machine-learning neural-operators scientific-computing autoregressive-models navier-stokes-equations partial-differential-equations physics-informed-neural-networks
Created 2022-06-02
151 commits to main branch, last one 3 months ago
SciML
Optimization.jl SciML
89
765
mit
13
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
2,135 commits to master branch, last one 12 days ago
SciML
SciMLTutorials.jl SciML
126
731
other
23
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
MilesCranmer
SymbolicRegression.jl MilesCranmer
98
683
apache-2.0
13
Distributed High-Performance Symbolic Regression in Julia
julia sciml automl symbolic data-science explainable-ai interpretable-ml machine-learning genetic-algorithm equation-discovery distributed-systems symbolic-regression symbolic-computation evolutionary-algorithms
Created 2021-01-14
3,364 commits to master branch, last one about a month ago
benmoseley
harmonic-oscillator-pinn benmoseley
163
594
mit
18
Code accompanying my blog post: So, what is a physics-informed neural network?
pinns sciml neural-networks physics-informed-ml physics-informed-neural-networks
Created 2021-08-28
3 commits to main branch, last one 3 years ago
SciML
OrdinaryDiffEq.jl SciML
220
579
other
17
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
9,853 commits to master branch, last one a day ago
SciML
diffeqpy SciML
42
560
mit
19
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
232 commits to master branch, last one 2 months ago
SciML
Catalyst.jl SciML
79
473
other
16
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
5,120 commits to master branch, last one a day ago
SciML
DataDrivenDiffEq.jl SciML
58
413
mit
17
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
1,075 commits to master branch, last one 11 days ago
SciML
SciMLSensitivity.jl SciML
74
347
other
18
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
3,516 commits to master branch, last one 9 days ago
SciML
Surrogates.jl SciML
74
342
other
11
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
1,271 commits to master branch, last one 13 days ago
SciML
DiffEqBase.jl SciML
117
325
other
17
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
3,560 commits to master branch, last one a day ago
SciML
SciMLBenchmarks.jl SciML
90
324
mit
14
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
3,232 commits to master branch, last one 6 days ago
mitmath
18S096SciML mitmath
49
311
unknown
24
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
DiffEqGPU.jl SciML
32
295
mit
10
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
918 commits to master branch, last one about a month ago
SciML
DiffEqDocs.jl SciML
244
285
other
15
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
2,450 commits to master branch, last one 2 days ago
SciML
DiffEqOperators.jl SciML
73
282
other
16
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
StochasticDiffEq.jl SciML
71
272
other
12
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
2,377 commits to master branch, last one 2 days ago
SciML
NonlinearSolve.jl SciML
47
258
mit
12
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
2,040 commits to master branch, last one 3 days ago
SciML
LinearSolve.jl SciML
59
253
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
1,644 commits to main branch, last one 3 days ago
SciML
Integrals.jl SciML
30
233
mit
6
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
660 commits to master branch, last one about a month ago
ChrisRackauckas
universal_differential_equations ChrisRackauckas
59
222
mit
17
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
SciMLStyle SciML
18
221
mit
10
A style guide for stylish Julia developers
ode julia sciml style scientific-machine-learning
Created 2022-05-17
85 commits to main branch, last one 4 months ago
SciML
RecursiveArrayTools.jl SciML
60
220
other
7
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
1,217 commits to master branch, last one 3 days ago
levimcclenny
SA-PINNs levimcclenny
44
214
unknown
10
Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]
pdes pinns sciml stiff-pdes tensorflow deep-learning adaptive-pinns neural-network neural-networks scientific-computing physics-informed-learning
Created 2020-09-14
41 commits to master branch, last one 3 years ago
SciML
ReservoirComputing.jl SciML
39
213
mit
10
Reservoir computing utilities for scientific machine learning (SciML)
rnn julia sciml machine-learning echo-state-networks reservoir-computing differential-equations scientific-machine-learning
Created 2020-01-16
767 commits to master branch, last one a day ago