scientific-machine-learning | Topic

Topic: "scientific-machine-learning"

lululxvi/deepxde

A library for scientific machine learning and physics-informed learning

Language: Python - Size: 27.2 MB - Last synced at: about 3 hours ago - Pushed at: 8 days ago - Stars: 3,254 - Forks: 829

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.

Language: Julia - Size: 169 MB - Last synced at: 5 days ago - Pushed at: 2 months ago - Stars: 2,962 - Forks: 238

SciML/SciMLBook

Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)

Language: HTML - Size: 118 MB - Last synced at: 6 days ago - Pushed at: 23 days ago - Stars: 1,907 - Forks: 348

SciML/ModelingToolkit.jl

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 automated transformations of differential equations

Language: Julia - Size: 543 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 1,516 - Forks: 220

SciML/NeuralPDE.jl

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

Language: Julia - Size: 550 MB - Last synced at: 6 days ago - Pushed at: 10 days ago - Stars: 1,078 - Forks: 218

SciML/DiffEqFlux.jl

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

Language: Julia - Size: 181 MB - Last synced at: 6 days ago - Pushed at: about 1 month ago - Stars: 890 - Forks: 157

SciML/Optimization.jl

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 interface.

Language: Julia - Size: 21.6 MB - Last synced at: 5 days ago - Pushed at: 17 days ago - Stars: 776 - Forks: 92

SciML/SciMLTutorials.jl

Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.

Language: CSS - Size: 217 MB - Last synced at: 2 days ago - Pushed at: about 1 year ago - Stars: 734 - Forks: 126

SciML/OrdinaryDiffEq.jl

High performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) solvers, including neural ordinary differential equations (neural ODEs) and scientific machine learning (SciML)

Language: Julia - Size: 50.6 MB - Last synced at: 4 days ago - Pushed at: 5 days ago - Stars: 588 - Forks: 222

LuxDL/Lux.jl

Elegant and Performant Deep Learning

Language: Julia - Size: 279 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 574 - Forks: 70

SciML/diffeqpy

Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization

Language: Python - Size: 171 KB - Last synced at: 7 days ago - Pushed at: 4 months ago - Stars: 567 - Forks: 42

JuDFTteam/best-of-atomistic-machine-learning

🏆 A ranked list of awesome atomistic machine learning projects ⚛️🧬💎.

Size: 5.99 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 498 - Forks: 44

SciML/Catalyst.jl

Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPU-parallelized, and O(1) solvers in open source software.

Language: Julia - Size: 224 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 482 - Forks: 79

SciML/DataDrivenDiffEq.jl

Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization

Language: Julia - Size: 50.7 MB - Last synced at: 2 days ago - Pushed at: 3 days ago - Stars: 417 - Forks: 59

SciML/SciMLSensitivity.jl

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, SDEs, DDEs, DAEs, etc.

Language: Julia - Size: 91.7 MB - Last synced at: 6 days ago - Pushed at: 8 days ago - Stars: 350 - Forks: 74

SciML/Surrogates.jl

Surrogate modeling and optimization for scientific machine learning (SciML)

Language: Julia - Size: 313 MB - Last synced at: 2 days ago - Pushed at: about 2 months ago - Stars: 344 - Forks: 76

SciML/DiffEqBase.jl

The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems

Language: Julia - Size: 3.09 MB - Last synced at: 6 days ago - Pushed at: 7 days ago - Stars: 332 - Forks: 118

SciML/SciMLBenchmarks.jl

Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R

Language: MATLAB - Size: 186 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 326 - Forks: 93

SciML/ComponentArrays.jl

Arrays with arbitrarily nested named components.

Language: Julia - Size: 4.8 MB - Last synced at: 4 days ago - Pushed at: 30 days ago - Stars: 318 - Forks: 39

mitmath/18S096SciML

18.S096 - Applications of Scientific Machine Learning

Language: HTML - Size: 31.9 MB - Last synced at: 3 months ago - Pushed at: about 3 years ago - Stars: 310 - Forks: 49

SciML/DiffEqGPU.jl

GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem

Language: Julia - Size: 2.87 MB - Last synced at: 1 day ago - Pushed at: 11 days ago - Stars: 300 - Forks: 35

SciML/DiffEqDocs.jl

Documentation for the DiffEq differential equations and scientific machine learning (SciML) ecosystem

Language: Julia - Size: 288 MB - Last synced at: 6 days ago - Pushed at: 13 days ago - Stars: 298 - Forks: 250

SciML/StochasticDiffEq.jl

Solvers for stochastic differential equations which connect with the scientific machine learning (SciML) ecosystem

Language: Julia - Size: 2.68 MB - Last synced at: 6 days ago - Pushed at: 15 days ago - Stars: 286 - Forks: 70

Koopman-Laboratory/KoopmanLab

A library for Koopman Neural Operator with Pytorch.

Language: Python - Size: 579 KB - Last synced at: 16 days ago - Pushed at: 8 months ago - Stars: 285 - Forks: 24

SciML/DiffEqOperators.jl 📦

Linear operators for discretizations of differential equations and scientific machine learning (SciML)

Language: Julia - Size: 3.33 MB - Last synced at: 6 days ago - Pushed at: almost 2 years ago - Stars: 283 - Forks: 73

SciML/FluxNeuralOperators.jl 📦

DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia

Language: Julia - Size: 15.3 MB - Last synced at: about 12 hours ago - Pushed at: 8 months ago - Stars: 278 - Forks: 41

SciML/NonlinearSolve.jl

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

Language: Julia - Size: 34.8 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 267 - Forks: 46

SciML/LinearSolve.jl

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.

Language: Julia - Size: 7.41 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 257 - Forks: 61

SciML/Integrals.jl

A common interface for quadrature and numerical integration for the SciML scientific machine learning organization

Language: Julia - Size: 2.17 MB - Last synced at: 1 day ago - Pushed at: 4 days ago - Stars: 235 - Forks: 30

idrl-lab/idrlnet

IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.

Language: Python - Size: 779 KB - Last synced at: 22 days ago - Pushed at: 7 months ago - Stars: 225 - Forks: 59

SciML/SciMLStyle

A style guide for stylish Julia developers

Language: Julia - Size: 422 KB - Last synced at: 7 days ago - Pushed at: 6 months ago - Stars: 224 - Forks: 18

ChrisRackauckas/universal_differential_equations

Repository for the Universal Differential Equations for Scientific Machine Learning paper, describing a computational basis for high performance SciML

Language: Julia - Size: 13.9 MB - Last synced at: 13 days ago - Pushed at: over 2 years ago - Stars: 224 - Forks: 60

SciML/RecursiveArrayTools.jl

Tools for easily handling objects like arrays of arrays and deeper nestings in scientific machine learning (SciML) and other applications

Language: Julia - Size: 3.73 MB - Last synced at: 6 days ago - Pushed at: 13 days ago - Stars: 223 - Forks: 63

SciML/ReservoirComputing.jl

Reservoir computing utilities for scientific machine learning (SciML)

Language: Julia - Size: 18.2 MB - Last synced at: 2 days ago - Pushed at: 14 days ago - Stars: 213 - Forks: 39

SciML/Sundials.jl

Julia interface to Sundials, including a nonlinear solver (KINSOL), ODE's (CVODE and ARKODE), and DAE's (IDA) in a SciML scientific machine learning enabled manner

Language: Julia - Size: 1.46 MB - Last synced at: 6 days ago - Pushed at: about 1 month ago - Stars: 211 - Forks: 79

Joshuaalbert/jaxns

Probabilistic Programming and Nested sampling in JAX

Language: Python - Size: 51.5 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 181 - Forks: 14

ucl-bug/jwave

A JAX-based research framework for differentiable and parallelizable acoustic simulations, on CPU, GPUs and TPUs

Language: Python - Size: 54.8 MB - Last synced at: 19 days ago - Pushed at: 9 months ago - Stars: 167 - Forks: 21

SciML/SciMLBase.jl

The Base interface of the SciML ecosystem

Language: Julia - Size: 21.4 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 155 - Forks: 104

SciML/diffeqr

Solving differential equations in R using DifferentialEquations.jl and the SciML Scientific Machine Learning ecosystem

Language: R - Size: 229 KB - Last synced at: 7 days ago - Pushed at: 21 days ago - Stars: 144 - Forks: 15

SciML/JumpProcesses.jl

Build and simulate jump equations like Gillespie simulations and jump diffusions with constant and state-dependent rates and mix with differential equations and scientific machine learning (SciML)

Language: Julia - Size: 2.13 GB - Last synced at: 6 days ago - Pushed at: 9 days ago - Stars: 140 - Forks: 37

camlab-ethz/poseidon

Code for the paper "Poseidon: Efficient Foundation Models for PDEs"

Language: Python - Size: 74.9 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 139 - Forks: 22

JuliaArrays/ArrayInterface.jl

Designs for new Base array interface primitives, used widely through scientific machine learning (SciML) and other organizations

Language: Julia - Size: 3.6 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 136 - Forks: 36

SciML/NBodySimulator.jl

A differentiable simulator for scientific machine learning (SciML) with N-body problems, including astrophysical and molecular dynamics

Language: Julia - Size: 600 KB - Last synced at: 7 days ago - Pushed at: 8 months ago - Stars: 136 - Forks: 19

vavrines/Kinetic.jl

Universal modeling and simulation of fluid mechanics upon machine learning. From the Boltzmann equation, heading towards multiscale and multiphysics flows.

Language: Julia - Size: 7.01 MB - Last synced at: about 5 hours ago - Pushed at: 2 months ago - Stars: 133 - Forks: 17

SciML/SymbolicNumericIntegration.jl

SymbolicNumericIntegration.jl: Symbolic-Numerics for Solving Integrals

Language: Julia - Size: 3.74 MB - Last synced at: 9 days ago - Pushed at: 6 months ago - Stars: 127 - Forks: 12

SciML/DiffEqBayes.jl

Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning

Language: Julia - Size: 41.4 MB - Last synced at: 6 days ago - Pushed at: 23 days ago - Stars: 124 - Forks: 29

SciML/PolyChaos.jl

A Julia package to construct orthogonal polynomials, their quadrature rules, and use it with polynomial chaos expansions.

Language: Julia - Size: 4.13 MB - Last synced at: 6 days ago - Pushed at: 8 months ago - Stars: 122 - Forks: 27

SciML/LabelledArrays.jl

Arrays which also have a label for each element for easy scientific machine learning (SciML)

Language: Julia - Size: 1.32 MB - Last synced at: 6 days ago - Pushed at: 2 months ago - Stars: 121 - Forks: 21

tensordiffeq/TensorDiffEq

Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing

Language: Python - Size: 1.28 MB - Last synced at: 7 days ago - Pushed at: over 3 years ago - Stars: 115 - Forks: 42

SciML/QuasiMonteCarlo.jl

Lightweight and easy generation of quasi-Monte Carlo sequences with a ton of different methods on one API for easy parameter exploration in scientific machine learning (SciML)

Language: Julia - Size: 3.29 MB - Last synced at: 2 days ago - Pushed at: 14 days ago - Stars: 110 - Forks: 26

SciML/FEniCS.jl

A scientific machine learning (SciML) wrapper for the FEniCS Finite Element library in the Julia programming language

Language: Julia - Size: 856 KB - Last synced at: 8 days ago - Pushed at: 6 months ago - Stars: 105 - Forks: 25

SciML/ODE.jl 📦

Assorted basic Ordinary Differential Equation solvers for scientific machine learning (SciML). Deprecated: Use DifferentialEquations.jl instead.

Language: Julia - Size: 700 KB - Last synced at: 6 days ago - Pushed at: about 1 year ago - Stars: 102 - Forks: 49

SciML/ExponentialUtilities.jl

Fast and differentiable implementations of matrix exponentials, Krylov exponential matrix-vector multiplications ("expmv"), KIOPS, ExpoKit functions, and more. All your exponential needs in SciML form.

Language: Julia - Size: 1.46 MB - Last synced at: 2 days ago - Pushed at: 6 months ago - Stars: 99 - Forks: 31

SciML/DiffEqCallbacks.jl

A library of useful callbacks for hybrid scientific machine learning (SciML) with augmented differential equation solvers

Language: Julia - Size: 3.41 GB - Last synced at: 6 days ago - Pushed at: 12 days ago - Stars: 98 - Forks: 52

clegaard/deep_learning_for_dynamical_systems

Language: Python - Size: 108 KB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 86 - Forks: 20

SSAGESLabs/PySAGES

Python Suite for Advanced General Ensemble Simulations

Language: Python - Size: 59.4 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 82 - Forks: 28

ODINN-SciML/ODINN.jl

SciML glacier model

Language: Julia - Size: 64.4 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 81 - Forks: 14

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

Language: Julia - Size: 1.92 MB - Last synced at: 6 days ago - Pushed at: 5 months ago - Stars: 80 - Forks: 11

SciFracX/FractionalDiffEq.jl

Solve Fractional Differential Equations using high performance numerical methods

Language: Julia - Size: 12.3 MB - Last synced at: 28 days ago - Pushed at: 2 months ago - Stars: 79 - Forks: 12

SciML/ParameterizedFunctions.jl

A simple domain-specific language (DSL) for defining differential equations for use in scientific machine learning (SciML) and other applications

Language: Julia - Size: 1.45 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 77 - Forks: 16

SciML/AutoOptimize.jl 📦

Automatic optimization and parallelization for Scientific Machine Learning (SciML)

Language: Julia - Size: 57.6 KB - Last synced at: 7 days ago - Pushed at: over 3 years ago - Stars: 77 - Forks: 6

SSAGESproject/SSAGES

Software Suite for Advanced General Ensemble Simulations

Language: C++ - Size: 67.6 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 76 - Forks: 28

SciML/MultiScaleArrays.jl

A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simulations

Language: Julia - Size: 1.03 MB - Last synced at: 8 days ago - Pushed at: 6 months ago - Stars: 75 - Forks: 16

SciML/SciMLDocs

Global documentation for the Julia SciML Scientific Machine Learning Organization

Language: Julia - Size: 5.96 GB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 74 - Forks: 48

Willcox-Research-Group/rom-operator-inference-Python3

Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.

Language: Python - Size: 71.1 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 72 - Forks: 31

SciML/DiffEqProblemLibrary.jl

A library of premade problems for examples and testing differential equation solvers and other SciML scientific machine learning tools

Language: Julia - Size: 762 KB - Last synced at: 6 days ago - Pushed at: 28 days ago - Stars: 70 - Forks: 34

SciML/SimpleNonlinearSolve.jl 📦

Fast and simple nonlinear solvers for the SciML common interface. Newton, Broyden, Bisection, Falsi, and more rootfinders on a standard interface.

Language: Julia - Size: 526 KB - Last synced at: 6 days ago - Pushed at: 17 days ago - Stars: 68 - Forks: 25

SciML/CellMLToolkit.jl

CellMLToolkit.jl is a Julia library that connects CellML models to the Scientific Julia ecosystem.

Language: Julia - Size: 2.51 MB - Last synced at: 7 days ago - Pushed at: 9 days ago - Stars: 67 - Forks: 17

SciML/SciMLExpectations.jl

Fast uncertainty quantification for scientific machine learning (SciML) and differential equations

Language: Julia - Size: 74.4 MB - Last synced at: 6 days ago - Pushed at: 10 days ago - Stars: 67 - Forks: 20

SciML/DiffEqNoiseProcess.jl

A library of noise processes for stochastic systems like stochastic differential equations (SDEs) and other systems that are present in scientific machine learning (SciML)

Language: Julia - Size: 2.14 MB - Last synced at: 6 days ago - Pushed at: 28 days ago - Stars: 63 - Forks: 30

SciML/DelayDiffEq.jl

Delay differential equation (DDE) solvers in Julia for the SciML scientific machine learning ecosystem. Covers neutral and retarded delay differential equations, and differential-algebraic equations.

Language: Julia - Size: 1.21 MB - Last synced at: 6 days ago - Pushed at: 30 days ago - Stars: 61 - Forks: 27

SciML/sciml.ai

The SciML Scientific Machine Learning Software Organization Website

Language: CSS - Size: 12.1 MB - Last synced at: 7 days ago - Pushed at: 9 days ago - Stars: 58 - Forks: 45

SciML/SparsityDetection.jl 📦

Automatic detection of sparsity in pure Julia functions for sparsity-enabled scientific machine learning (SciML)

Language: Julia - Size: 114 KB - Last synced at: 7 days ago - Pushed at: over 3 years ago - Stars: 58 - Forks: 12

ThummeTo/FMIFlux.jl

FMIFlux.jl is a free-to-use software library for the Julia programming language, which offers the ability to place FMUs (fmi-standard.org) everywhere inside of your ML topologies and still keep the resulting model trainable with a standard (or custom) FluxML training process.

Language: Julia - Size: 185 MB - Last synced at: 13 days ago - Pushed at: about 1 month ago - Stars: 57 - Forks: 15

SciML/GlobalSensitivity.jl

Robust, Fast, and Parallel Global Sensitivity Analysis (GSA) in Julia

Language: Julia - Size: 24.1 MB - Last synced at: 8 days ago - Pushed at: 2 months ago - Stars: 57 - Forks: 22

SciML/DiffEqDevTools.jl

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

Language: Julia - Size: 967 KB - Last synced at: 6 days ago - Pushed at: about 1 month ago - Stars: 52 - Forks: 35

MartinuzziFrancesco/awesome-scientific-machine-learning

A curated list of awesome Scientific Machine Learning (SciML) papers, resources and software

Size: 202 KB - Last synced at: 27 days ago - Pushed at: over 1 year ago - Stars: 52 - Forks: 10

SciML/DiffEqPhysics.jl

A library for building differential equations arising from physical problems for physics-informed and scientific machine learning (SciML)

Language: Julia - Size: 231 KB - Last synced at: 7 days ago - Pushed at: 8 months ago - Stars: 51 - Forks: 19

DENG-MIT/reactorch

A Differentiable Reacting Flow Simulation Package in PyTorch

Language: Python - Size: 937 KB - Last synced at: 26 days ago - Pushed at: over 3 years ago - Stars: 51 - Forks: 31

pasteurlabs/tesseract-core

Autodiff-native, self-documenting software components for Simulation Intelligence. 📦

Language: Python - Size: 38.1 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 50 - Forks: 2

SciML/BoundaryValueDiffEq.jl

Boundary value problem (BVP) solvers for scientific machine learning (SciML)

Language: Julia - Size: 4.09 MB - Last synced at: 6 days ago - Pushed at: 10 days ago - Stars: 50 - Forks: 37

SciML/SciMLOperators.jl

SciMLOperators.jl: Matrix-Free Operators for the SciML Scientific Machine Learning Common Interface in Julia

Language: Julia - Size: 2.87 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 46 - Forks: 13

SciML/MuladdMacro.jl

This package contains a macro for converting expressions to use muladd calls and fused-multiply-add (FMA) operations for high-performance in the SciML scientific machine learning ecosystem

Language: Julia - Size: 424 KB - Last synced at: 7 days ago - Pushed at: 6 months ago - Stars: 44 - Forks: 8

cmgcds/fastvpinns

FastVPINNs - A tensor-driven acceleration of VPINNs for complex geometries

Language: Python - Size: 38.6 MB - Last synced at: 8 days ago - Pushed at: 4 months ago - Stars: 41 - Forks: 67

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)

Language: Jupyter Notebook - Size: 115 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 41 - Forks: 7

rocketmlhq/rmldnn

RocketML Deep Neural Networks

Language: Jupyter Notebook - Size: 17.7 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 40 - Forks: 11

SciML/ModelOrderReduction.jl

High-level model-order reduction to automate the acceleration of large-scale simulations

Language: Julia - Size: 1.4 MB - Last synced at: 7 days ago - Pushed at: 27 days ago - Stars: 39 - Forks: 6

SciML/HelicopterSciML.jl

Helicopter Scientific Machine Learning (SciML) Challenge Problem

Language: Julia - Size: 15.3 MB - Last synced at: 7 days ago - Pushed at: 10 months ago - Stars: 39 - Forks: 9

SciML/SciMLWorkshop.jl

Workshop materials for training in scientific computing and scientific machine learning

Language: Julia - Size: 62.2 MB - Last synced at: 7 days ago - Pushed at: about 1 year ago - Stars: 38 - Forks: 5

SciML/RootedTrees.jl

A collection of functionality around rooted trees to generate order conditions for Runge-Kutta methods in Julia for differential equations and scientific machine learning (SciML)

Language: Julia - Size: 1.33 MB - Last synced at: 2 days ago - Pushed at: 8 months ago - Stars: 37 - Forks: 14

SciML/DASSL.jl

Solves stiff differential algebraic equations (DAE) using variable stepsize backwards finite difference formula (BDF) in the SciML scientific machine learning organization

Language: Julia - Size: 204 KB - Last synced at: 7 days ago - Pushed at: 8 months ago - Stars: 36 - Forks: 17

MJfadeaway/DAS

DAS: A deep adaptive sampling method for solving high-dimensional partial differential equations

Language: Python - Size: 5.29 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 35 - Forks: 8

gabrevaya/LatentDiffEq.jl

Latent Differential Equations models in Julia.

Language: Julia - Size: 1.96 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 35 - Forks: 5

killah-t-cell/Plasma.jl

An interface for accelerated simulation of high-dimensional collisionless and electrostatic plasmas.

Language: Julia - Size: 125 MB - Last synced at: 11 days ago - Pushed at: about 3 years ago - Stars: 34 - Forks: 4

SciML/AutoOffload.jl 📦

Automatic GPU, TPU, FPGA, Xeon Phi, Multithreaded, Distributed, etc. offloading for scientific machine learning (SciML) and differential equations

Language: Julia - Size: 20.5 KB - Last synced at: 7 days ago - Pushed at: over 3 years ago - Stars: 34 - Forks: 4