Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

juliahub.com "scientific-machine-learning" keyword

Top 1.3% on juliahub.com
DiffEqBase 6.150.0 💰
The lightweight Base library for shared types and functionality for defining differential equatio...
483 versions - Latest release: 3 days ago - 143 dependent packages - 65 dependent repositories - 295 stars on GitHub
Top 5.1% on juliahub.com
SciMLBase 2.36.1 💰
The Base interface of the SciML ecosystem
304 versions - Latest release: 11 days ago - 138 dependent packages - 113 stars on GitHub
Top 0.8% on juliahub.com
OrdinaryDiffEq 6.76.0 💰
High performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) s...
356 versions - Latest release: 7 days ago - 137 dependent packages - 59 dependent repositories - 505 stars on GitHub
Top 2.9% on juliahub.com
RecursiveArrayTools 3.19.0 💰
Tools for easily handling objects like arrays of arrays and deeper nestings in scientific machine...
176 versions - Latest release: 3 days ago - 106 dependent packages - 8 dependent repositories - 197 stars on GitHub
Top 0.6% on juliahub.com
DifferentialEquations 7.13.0 💰
Multi-language suite for high-performance solvers of differential equations and scientific machin...
45 versions - Latest release: 3 months ago - 99 dependent packages - 28 dependent repositories - 2,773 stars on GitHub
Top 1.0% on juliahub.com
ModelingToolkit 9.13.0 💰
An acausal modeling framework for automatically parallelized scientific machine learning (SciML) ...
340 versions - Latest release: 10 days ago - 90 dependent packages - 14 dependent repositories - 1,367 stars on GitHub
Top 5.3% on juliahub.com
ArrayInterface 7.10.0
Designs for new Base array interface primitives, used widely through scientific machine learning ...
174 versions - Latest release: about 1 month ago - 85 dependent packages - 130 stars on GitHub
Top 4.7% on juliahub.com
DiffEqCallbacks 3.6.2 💰
A library of useful callbacks for hybrid scientific machine learning (SciML) with augmented diffe...
68 versions - Latest release: 20 days ago - 52 dependent packages - 12 dependent repositories - 84 stars on GitHub
Top 5.6% on juliahub.com
ComponentArrays 0.15.11
Arrays with arbitrarily nested named components.
130 versions - Latest release: 2 months ago - 50 dependent packages - 277 stars on GitHub
Top 4.0% on juliahub.com
Optimization 3.25.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
48 versions - Latest release: 6 days ago - 43 dependent packages - 655 stars on GitHub
Top 5.5% on juliahub.com
ArrayInterfaceCore 0.1.29
Designs for new Base array interface primitives, used widely through scientific machine learning ...
30 versions - Latest release: over 1 year ago - 38 dependent packages - 130 stars on GitHub
CommonSolve 0.2.4 💰
A common solve function for scientific machine learning (SciML) and beyond
6 versions - Latest release: 12 months ago - 35 dependent packages - 15 stars on GitHub
Top 6.4% on juliahub.com
LinearSolve 2.30.0 💰
LinearSolve.jl: High-Performance Unified Interface for Linear Solvers in Julia. Easily switch bet...
163 versions - Latest release: 9 days ago - 35 dependent packages - 220 stars on GitHub
Top 2.3% on juliahub.com
Sundials 4.24.0 💰
Julia interface to Sundials, including a nonlinear solver (KINSOL), ODE's (CVODE and ARKODE), and...
91 versions - Latest release: 3 months ago - 32 dependent packages - 23 dependent repositories - 203 stars on GitHub
Top 7.4% on juliahub.com
NonlinearSolve 3.12.0 💰
High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfi...
83 versions - Latest release: 3 days ago - 27 dependent packages - 207 stars on GitHub
Top 7.2% on juliahub.com
LabelledArrays 1.16.0 💰
Arrays which also have a label for each element for easy scientific machine learning (SciML)
55 versions - Latest release: 18 days ago - 25 dependent packages - 117 stars on GitHub
MuladdMacro 0.2.4 💰
This package contains a macro for converting expressions to use muladd calls and fused-multiply-a...
6 versions - Latest release: over 1 year ago - 23 dependent packages - 45 stars on GitHub
Top 6.7% on juliahub.com
GalacticOptim 3.4.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
40 versions - Latest release: over 1 year ago - 20 dependent packages - 655 stars on GitHub
Top 4.9% on juliahub.com
Catalyst 13.5.1 💰
Chemical reaction network and systems biology interface for scientific machine learning (SciML). ...
72 versions - Latest release: 7 months ago - 17 dependent packages - 423 stars on GitHub
Top 3.4% on juliahub.com
StochasticDiffEq 6.65.1 💰
Solvers for stochastic differential equations which connect with the scientific machine learning ...
132 versions - Latest release: 3 months ago - 16 dependent packages - 9 dependent repositories - 233 stars on GitHub
Top 5.7% on juliahub.com
OptimizationOptimJL 0.3.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
19 versions - Latest release: over 3 years ago - 16 dependent packages - 655 stars on GitHub
SciMLOperators 0.3.8 💰
SciMLOperators.jl: Matrix-Free Operators for the SciML Scientific Machine Learning Common Interfa...
45 versions - Latest release: 3 months ago - 15 dependent packages - 41 stars on GitHub
Top 3.9% on juliahub.com
DiffEqFlux 3.4.0 💰
Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, ...
111 versions - Latest release: about 2 months ago - 14 dependent packages - 842 stars on GitHub
Top 8.3% on juliahub.com
QuasiMonteCarlo 0.3.3 💰
Lightweight and easy generation of quasi-Monte Carlo sequences with a ton of different methods on...
27 versions - Latest release: 6 months ago - 14 dependent packages - 97 stars on GitHub
Top 4.4% on juliahub.com
DiffEqSensitivity 6.79.0 💰
A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine lear...
166 versions - Latest release: over 1 year ago - 13 dependent packages - 2 dependent repositories - 306 stars on GitHub
SimpleNonlinearSolve 1.8.0 💰
Fast and simple nonlinear solvers for the SciML common interface. Newton, Broyden, Bisection, Fal...
43 versions - Latest release: 15 days ago - 13 dependent packages - 60 stars on GitHub
SymbolicIndexingInterface 0.3.21 💰
A general interface for symbolic indexing of SciML objects used in conjunction with Domain-Specif...
27 versions - Latest release: 15 days ago - 12 dependent packages - 11 stars on GitHub
Top 4.7% on juliahub.com
DiffEqOperators 4.45.0 💰
Linear operators for discretizations of differential equations and scientific machine learning (S...
63 versions - Latest release: over 1 year ago - 12 dependent packages - 283 stars on GitHub
Top 6.7% on juliahub.com
SciMLSensitivity 7.58.0 💰
A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine lear...
80 versions - Latest release: 3 days ago - 12 dependent packages - 306 stars on GitHub
Top 7.3% on juliahub.com
DiffEqNoiseProcess 5.21.0 💰
A library of noise processes for stochastic systems like stochastic differential equations (SDEs)...
85 versions - Latest release: 3 months ago - 11 dependent packages - 2 dependent repositories - 61 stars on GitHub
Top 7.4% on juliahub.com
Integrals 4.4.1 💰
A common interface for quadrature and numerical integration for the SciML scientific machine lear...
20 versions - Latest release: 3 months ago - 11 dependent packages - 202 stars on GitHub
Top 6.4% on juliahub.com
DiffEqJump 8.6.3 💰
Build and simulate jump equations like Gillespie simulations and jump diffusions with constant an...
76 versions - Latest release: over 1 year ago - 10 dependent packages - 2 dependent repositories - 133 stars on GitHub
Top 7.6% on juliahub.com
JumpProcesses 9.11.1 💰
Build and simulate jump equations like Gillespie simulations and jump diffusions with constant an...
31 versions - Latest release: about 2 months ago - 9 dependent packages - 133 stars on GitHub
Top 5.4% on juliahub.com
Surrogates 6.9.0 💰
Surrogate modeling and optimization for scientific machine learning (SciML)
40 versions - Latest release: 5 months ago - 8 dependent packages - 300 stars on GitHub
PoissonRandom 0.4.4 💰
Fast Poisson Random Numbers in pure Julia for scientific machine learning (SciML)
9 versions - Latest release: about 1 year ago - 8 dependent packages - 15 stars on GitHub
Top 9.1% on juliahub.com
ExponentialUtilities 1.26.1 💰
Fast and differentiable implementations of matrix exponentials, Krylov exponential matrix-vector ...
39 versions - Latest release: 3 months ago - 8 dependent packages - 91 stars on GitHub
SteadyStateDiffEq 2.2.0 💰
Solvers for steady states in scientific machine learning (SciML)
31 versions - Latest release: 3 days ago - 8 dependent packages - 2 dependent repositories - 30 stars on GitHub
Top 7.2% on juliahub.com
ParameterizedFunctions 5.17.0 💰
A simple domain-specific language (DSL) for defining differential equations for use in scientific...
44 versions - Latest release: about 1 month ago - 7 dependent packages - 12 dependent repositories - 76 stars on GitHub
Top 7.4% on juliahub.com
Quadrature 2.1.0 💰
A common interface for quadrature and numerical integration for the SciML scientific machine lear...
18 versions - Latest release: over 1 year ago - 7 dependent packages - 202 stars on GitHub
Top 7.1% on juliahub.com
ArrayInterfaceStaticArrays 0.1.5
Designs for new Base array interface primitives, used widely through scientific machine learning ...
6 versions - Latest release: over 1 year ago - 6 dependent packages - 130 stars on GitHub
Top 8.7% on juliahub.com
DelayDiffEq 5.47.3 💰
Delay differential equation (DDE) solvers in Julia for the SciML scientific machine learning ecos...
105 versions - Latest release: 24 days ago - 6 dependent packages - 4 dependent repositories - 57 stars on GitHub
Top 7.5% on juliahub.com
OptimizationOptimisers 0.2.1 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
9 versions - Latest release: over 3 years ago - 6 dependent packages - 655 stars on GitHub
Top 5.7% on juliahub.com
DataDrivenDiffEq 1.4.1 💰
Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machin...
46 versions - Latest release: 12 days ago - 6 dependent packages - 397 stars on GitHub
NMFk 1.3.7
Nonnegative Matrix Factorization + k-means clustering and physics constraints for Unsupervised an...
135 versions - Latest release: 6 days ago - 5 dependent packages - 6 dependent repositories - 10 stars on GitHub
SparsityDetection 0.3.4 💰
Automatic detection of sparsity in pure Julia functions for sparsity-enabled scientific machine l...
9 versions - Latest release: about 3 years ago - 5 dependent packages - 58 stars on GitHub
GlobalSensitivity 2.6.1 💰
Robust, Fast, and Parallel Global Sensitivity Analysis (GSA) in Julia
28 versions - Latest release: about 1 month ago - 5 dependent packages - 44 stars on GitHub
BoundaryValueDiffEq 5.7.1 💰
Boundary value problem (BVP) solvers for scientific machine learning (SciML)
33 versions - Latest release: about 2 months ago - 4 dependent packages - 1 dependent repositories - 39 stars on GitHub
Top 6.6% on juliahub.com
OptimizationNLopt 0.2.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
10 versions - Latest release: over 3 years ago - 4 dependent packages - 655 stars on GitHub
Top 7.8% on juliahub.com
ArrayInterfaceStaticArraysCore 0.1.4
Designs for new Base array interface primitives, used widely through scientific machine learning ...
5 versions - Latest release: about 1 year ago - 4 dependent packages - 130 stars on GitHub
Top 7.8% on juliahub.com
ArrayInterfaceGPUArrays 0.2.2
Designs for new Base array interface primitives, used widely through scientific machine learning ...
4 versions - Latest release: over 1 year ago - 4 dependent packages - 130 stars on GitHub
SimpleDiffEq 1.11.1 💰
Simple differential equation solvers in native Julia for scientific machine learning (SciML)
25 versions - Latest release: 4 months ago - 3 dependent packages - 22 stars on GitHub
Top 9.0% on juliahub.com
PolyChaos 0.2.11 💰
A Julia package to construct orthogonal polynomials, their quadrature rules, and use it with poly...
16 versions - Latest release: about 1 year ago - 3 dependent packages - 112 stars on GitHub
Top 9.1% on juliahub.com
OptimizationBBO 0.2.1 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
8 versions - Latest release: over 3 years ago - 3 dependent packages - 655 stars on GitHub
Top 9.1% on juliahub.com
OptimizationMOI 0.4.2 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
26 versions - Latest release: over 3 years ago - 3 dependent packages - 655 stars on GitHub
Top 6.0% on juliahub.com
NeuralPDE 5.16.0 💰
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientifi...
64 versions - Latest release: about 1 month ago - 3 dependent packages - 911 stars on GitHub
Top 9.6% on juliahub.com
DiffEqDevTools 2.44.3 💰
Benchmarking, testing, and development tools for differential equations and scientific machine le...
67 versions - Latest release: 27 days ago - 2 dependent packages - 12 dependent repositories - 46 stars on GitHub
IntegralsCubature 0.2.3 💰
A common interface for quadrature and numerical integration for the SciML scientific machine lear...
4 versions - Latest release: 8 months ago - 2 dependent packages - 202 stars on GitHub
RootedTrees 2.21.1 💰
A collection of functionality around rooted trees to generate order conditions for Runge-Kutta me...
59 versions - Latest release: about 1 month ago - 2 dependent packages - 36 stars on GitHub
GalacticOptimJL 0.1.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
1 version - Latest release: over 1 year ago - 2 dependent packages - 655 stars on GitHub
Top 7.5% on juliahub.com
OptimizationPolyalgorithms 0.2.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
4 versions - Latest release: over 3 years ago - 2 dependent packages - 655 stars on GitHub
Top 7.5% on juliahub.com
OptimizationFlux 0.2.1 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
8 versions - Latest release: over 3 years ago - 2 dependent packages - 655 stars on GitHub
DiffEqFinancial 2.6.0 💰
Differential equation problem specifications and scientific machine learning for common financial...
8 versions - Latest release: 7 months ago - 2 dependent packages - 2 dependent repositories - 23 stars on GitHub
Top 6.9% on juliahub.com
DiffEqBiological 4.3.0 💰
Chemical reaction network and systems biology interface for scientific machine learning (SciML). ...
32 versions - Latest release: over 1 year ago - 2 dependent packages - 3 dependent repositories - 422 stars on GitHub
DiffEqPhysics 3.12.0 💰
A library for building differential equations arising from physical problems for physics-informed...
14 versions - Latest release: 8 months ago - 2 dependent packages - 2 dependent repositories - 48 stars on GitHub
Top 9.2% on juliahub.com
ArrayInterfaceTracker 0.1.1
Designs for new Base array interface primitives, used widely through scientific machine learning ...
2 versions - Latest release: over 5 years ago - 2 dependent packages - 130 stars on GitHub
MultiScaleArrays 1.12.0 💰
A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simu...
18 versions - Latest release: 5 months ago - 2 dependent packages - 2 dependent repositories - 70 stars on GitHub
Top 9.2% on juliahub.com
ArrayInterfaceOffsetArrays 0.1.7
Designs for new Base array interface primitives, used widely through scientific machine learning ...
8 versions - Latest release: over 1 year ago - 2 dependent packages - 130 stars on GitHub
Top 9.2% on juliahub.com
ArrayInterfaceBandedMatrices 0.1.2
Designs for new Base array interface primitives, used widely through scientific machine learning ...
3 versions - Latest release: over 1 year ago - 2 dependent packages - 130 stars on GitHub
JumpProblemLibrary 0.1.4 💰
A library of premade problems for examples and testing differential equation solvers and other Sc...
5 versions - Latest release: 9 months ago - 1 dependent package - 54 stars on GitHub
NeuralOperators 0.4.8 💰
DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia
20 versions - Latest release: 4 months ago - 1 dependent package - 182 stars on GitHub
DimensionalPlotRecipes 1.2.0 💰
High dimensional numbers and reductions recipes for data visualization of scientific machine lear...
6 versions - Latest release: about 4 years ago - 1 dependent package - 2 dependent repositories - 13 stars on GitHub
OptimizationCMAEvolutionStrategy 0.2.1 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
7 versions - Latest release: over 3 years ago - 1 dependent package - 655 stars on GitHub
OptimizationMetaheuristics 0.2.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
5 versions - Latest release: over 3 years ago - 1 dependent package - 655 stars on GitHub
DiffEqGPU 3.4.1 💰
GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine l...
52 versions - Latest release: 4 months ago - 1 dependent package - 267 stars on GitHub
GalacticFlux 0.1.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
1 version - Latest release: over 1 year ago - 1 dependent package - 655 stars on GitHub
Top 9.5% on juliahub.com
ODE 2.15.0 💰
Assorted basic Ordinary Differential Equation solvers for scientific machine learning (SciML). De...
16 versions - Latest release: over 1 year ago - 1 dependent package - 6 dependent repositories - 106 stars on GitHub
ResettableStacks 1.1.1 💰
A stack implementation with a reset! function which avoids garbage collection for scientific mach...
7 versions - Latest release: over 1 year ago - 1 dependent package - 7 stars on GitHub
Top 9.3% on juliahub.com
SurrogatesPolyChaos 0.1.0 💰
Surrogate modeling and optimization for scientific machine learning (SciML)
1 version - Latest release: almost 5 years ago - 1 dependent package - 312 stars on GitHub
SciMLExpectations 2.2.0 💰
Fast uncertainty quantification for scientific machine learning (SciML) and differential equations
4 versions - Latest release: 3 months ago - 1 dependent package - 61 stars on GitHub
Top 9.3% on juliahub.com
SurrogatesFlux 0.1.0 💰
Surrogate modeling and optimization for scientific machine learning (SciML)
1 version - Latest release: almost 5 years ago - 1 dependent package - 312 stars on GitHub
QuadratureCubature 0.1.1 💰
A common interface for quadrature and numerical integration for the SciML scientific machine lear...
2 versions - Latest release: over 4 years ago - 1 dependent package - 202 stars on GitHub
Top 9.3% on juliahub.com
SurrogatesRandomForest 0.1.1 💰
Surrogate modeling and optimization for scientific machine learning (SciML)
2 versions - Latest release: over 4 years ago - 1 dependent package - 300 stars on GitHub
Kinetic 0.7.10
Universal modeling and simulation of fluid mechanics upon machine learning. From the Boltzmann eq...
18 versions - Latest release: 12 months ago - 1 dependent package - 114 stars on GitHub
DataDrivenSparse 0.1.2 💰
Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machin...
3 versions - Latest release: over 4 years ago - 1 dependent package - 397 stars on GitHub
DiffEqBayes 3.6.1 💰
Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the paramete...
49 versions - Latest release: 5 months ago - 1 dependent package - 119 stars on GitHub
NBodySimulator 1.10.0 💰
A differentiable simulator for scientific machine learning (SciML) with N-body problems, includin...
17 versions - Latest release: about 1 year ago - 1 dependent package - 124 stars on GitHub
DAEProblemLibrary 0.1.0 💰
A library of premade problems for examples and testing differential equation solvers and other Sc...
1 version - Latest release: over 7 years ago - 1 dependent package - 54 stars on GitHub
DDEProblemLibrary 0.1.2 💰
A library of premade problems for examples and testing differential equation solvers and other Sc...
3 versions - Latest release: over 1 year ago - 1 dependent package - 54 stars on GitHub
ODEInterfaceDiffEq 3.13.3 💰
Adds the common API onto ODEInterface classic Fortran methods for the SciML Scientific Machine Le...
30 versions - Latest release: 8 months ago - 1 dependent package - 9 stars on GitHub
ODEProblemLibrary 0.1.8 💰
A library of premade problems for examples and testing differential equation solvers and other Sc...
9 versions - Latest release: 3 months ago - 1 dependent package - 54 stars on GitHub
SDEProblemLibrary 0.1.6 💰
A library of premade problems for examples and testing differential equation solvers and other Sc...
7 versions - Latest release: 8 months ago - 1 dependent package - 54 stars on GitHub
DiffEqPDEBase 0.4.0 💰
Library for common tools for solving PDEs with finite difference methods (FDM), finite volume met...
1 version - Latest release: over 6 years ago - 8 dependent repositories - 5 stars on GitHub
GalacticMetaheuristics 0.1.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
1 version - Latest release: over 1 year ago - 655 stars on GitHub
FractionalDiffEq 0.3.5
Solve Fractional Differential Equations using high performance numerical methods
25 versions - Latest release: about 2 months ago - 72 stars on GitHub
GalacticOptimisers 0.1.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
1 version - Latest release: over 1 year ago - 655 stars on GitHub
NeuralNetDiffEq 1.6.0 💰
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientifi...
11 versions - Latest release: over 1 year ago - 906 stars on GitHub
GalacticNOMAD 0.1.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
1 version - Latest release: over 1 year ago - 655 stars on GitHub
ReactiveDynamics 0.2.7
A Julia package that implements a category of reaction (transportation) network-type dynamical sy...
6 versions - Latest release: 9 months ago - 17 stars on GitHub
GalacticBBO 0.1.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
1 version - Latest release: over 1 year ago - 655 stars on GitHub
ArrayInterfaceBlockBandedMatrices 0.1.2
Designs for new Base array interface primitives, used widely through scientific machine learning ...
3 versions - Latest release: over 1 year ago - 130 stars on GitHub
Related Keywords
sciml 141 julia 94 differential-equations 88 ode 49 automatic-differentiation 45 optimization 39 differentialequations 38 hacktoberfest 38 algorithmic-differentiation 36 sde 33 global-optimization 29 convex-optimization 29 nonlinear-optimization 29 mixed-integer-programming 29 derivative-free-optimization 29 local-optimization 29 dae 26 neural-ode 26 neural-differential-equations 23 dde 23 stochastic-differential-equations 18 ordinary-differential-equations 15 pde 15 partial-differential-equations 14 arrays 12 julia-language 11 interface 11 composibility 11 primitives 10 base 10 high-performance-computing 9 integration 9 scientific-ai 8 julialang 8 scientific-ml 8 differentiable-programming 7 machine-learning 7 quadrature 7 surrogates 7 surrogate-based-optimization 7 surrogate-models 7 surrogate 7 python 6 gpu 6 neural-networks 6 numerical-integration 6 neural-sde 5 delay-differential-equations 5 differential-algebraic-equations 5 pinn 4 stochastic 4 sensitivity-analysis 4 r 4 krylov-methods 4 linear-algebra 4 newton-krylov 4 factorization 4 reaction-network 3 hybrid-differential-equation 3 systems-biology 3 dsl 3 physics-informed-learning 3 distributed-computing 3 preconditioners 3 simulation 3 adjoint 3 stochastic-processes 3 uncertainty-quantification 3 neural-network 3 deep-learning 3 adaptive 3 linear-solvers 3 amg 3 multigrid 3 gillespie 2 jump-diffusion 2 stochastic-jump-equations 2 gillespie-algorithm 2 chemical-reactions 2 systems-biology-simulation 2 rate-laws 2 backpropogation 2 biology 2 scientific-computing 2 solvers 2 ssa 2 jacobian 2 uq 2 geometric-algorithms 2 matlab 2 numerical 2 array 2 symbolic 2 newton-raphson 2 symbolic-computation 2 high-performance 2 steady-state 2 dynamical-systems 2 molecular-dynamics-simulation 1 molecular-dynamics 1