#Scientific-machine-learning

Showing 15 of 15 repositories tagged #scientific-machine-learning, ranked by stars

lululxvi
lululxvi
deepxde

A library for scientific machine learning and physics-informed learning

Score
100
★ 4.3k ⑂ 983 +4/day
Python
SciML
SciML
DifferentialEquations.jl

Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.

Score
100
★ 3.1k ⑂ 249 +2/day
Julia
SciML
SciML
NeuralPDE.jl

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

Score
90
★ 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
0
★ 740 ⑂ 127
CSS
LuxDL
LuxDL
Lux.jl

Elegant and Performant Deep Learning

Score
80
★ 716 ⑂ 86 +2/day
Julia
SciML
SciML
ComponentArrays.jl

Arrays with arbitrarily nested named components.

Score
70
★ 366 ⑂ 40 +2/day
Julia
Koopman-Laboratory
Koopman-Laboratory
KoopmanLab

A library for Koopman Neural Operator with Pytorch.

Score
30
★ 331 ⑂ 28 +1/day
Python
SciML
SciML
ReservoirComputing.jl

Reservoir computing utilities for scientific machine learning (SciML)

Score
60
★ 228 ⑂ 49
Julia
AI4Science-WestlakeU
AI4Science-WestlakeU
RealPDEBench

[ICLR26 Oral] RealPDEBench: A Benchmark for Complex Physical Systems with Paired Real-World and Simulated Data

Score
50
★ 98 ⑂ 14
Python
clegaard
clegaard
deep_learning_for_dynamical_systems
Score
10
★ 91 ⑂ 20
Python
SciML
SciML
HighDimPDE.jl

A Julia package for Deep Backwards Stochastic Differential Equation (Deep BSDE) and Feynman-Kac methods to solve high-dimensional PDEs without the curse of dimensionality

Score
40
★ 84 ⑂ 10
Julia
SciML
SciML
DiffEqDevTools.jl

Benchmarking, testing, and development tools for differential equations and scientific machine learning (SciML)

Score
0
★ 53 ⑂ 36
Julia
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
20
★ 48 ⑂ 66
Python
JuliaEpi
JuliaEpi
MathEpiDeepLearning

Awesome-spatial-temporal-data-mining-packages. Julia and Python resources on spatial and temporal data mining. Mathematical epidemiology as an application. Most about package information. Data Sources Links and Epidemic Repos are also included. Keep updating.

Score
0
★ 32 ⑂ 6
JavaScript
Related Topics
#deep-learning#differential-equations#machine-learning#julia#sciml#neural-network#pde#partial-differential-equations#differentialequations#neural-differential-equations#ode#neural-networks

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