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 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 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
NeuralPDELogging 0.1.0 💰
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientifi...
1 version - Latest release: almost 5 years ago - 911 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
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
SciMLTutorials 1.0.0 💰
Tutorials for doing scientific machine learning (SciML) and high-performance differential equatio...
3 versions - Latest release: over 2 years ago - 706 stars on GitHub
DiffEqTutorials 0.7.0 💰
Tutorials for doing scientific machine learning (SciML) and high-performance differential equatio...
8 versions - Latest release: over 1 year ago - 706 stars on GitHub
OptimizationGCMAES 0.2.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
8 versions - Latest release: over 3 years ago - 655 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
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
OptimizationNOMAD 0.2.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
5 versions - Latest release: over 3 years ago - 655 stars on GitHub
OptimizationMultistartOptimization 0.2.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
6 versions - Latest release: over 3 years ago - 655 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 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 7.5% 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
OptimizationPRIMA 0.0.2 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
2 versions - Latest release: 6 days ago - 655 stars on GitHub
GalacticMultistartOptimization 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
GalacticGCMAES 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
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
OptimizationSpeedMapping 0.1.5 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
6 versions - Latest release: 11 months ago - 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 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
GalacticEvolutionary 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
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
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
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
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
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
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
GalacticMOI 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
OptimizationEvolutionary 0.3.0 💰
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Qu...
8 versions - Latest release: over 3 years ago - 655 stars on GitHub
GalacticNLopt 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
GalacticCMAEvolutionStrategy 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
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
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
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 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 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 - 424 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
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
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
DataDrivenSR 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 - 397 stars on GitHub
DataDrivenDMD 0.1.1 💰
Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machin...
2 versions - Latest release: over 4 years ago - 397 stars on GitHub
DataDrivenLux 0.1.1 💰
Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machin...
2 versions - Latest release: over 4 years ago - 397 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
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
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 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
SurrogatesSVM 0.1.0 💰
Surrogate modeling and optimization for scientific machine learning (SciML)
1 version - Latest release: almost 5 years ago - 300 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
SurrogatesAbstractGPs 0.1.0 💰
Surrogate modeling and optimization for scientific machine learning (SciML)
1 version - Latest release: almost 5 years ago - 300 stars on GitHub
SurrogatesMOE 0.1.4 💰
Surrogate modeling and optimization for scientific machine learning (SciML)
5 versions - Latest release: 4 months ago - 300 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
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
SciMLBenchmarks 0.1.3 💰
Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solve...
4 versions - Latest release: 10 months ago - 289 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 5.6% on juliahub.com
ComponentArrays 0.15.11
Arrays with arbitrarily nested named components.
132 versions - Latest release: 2 months ago - 50 dependent packages - 280 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
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 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: 10 days ago - 35 dependent packages - 220 stars on GitHub
LinearSolvePardiso 0.1.1 💰
LinearSolve.jl: High-Performance Unified Interface for Linear Solvers in Julia. Easily switch bet...
2 versions - Latest release: over 2 years ago - 220 stars on GitHub
LinearSolveCUDA 0.1.0 💰
LinearSolve.jl: High-Performance Unified Interface for Linear Solvers in Julia. Easily switch bet...
1 version - Latest release: over 2 years ago - 220 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 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
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
ReservoirComputing 0.10.2 💰
Reservoir computing utilities for scientific machine learning (SciML)
24 versions - Latest release: 3 months ago - 202 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
QuadratureCuba 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 - 202 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 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
IntegralsCuba 0.3.0 💰
A common interface for quadrature and numerical integration for the SciML scientific machine lear...
4 versions - Latest release: 8 months ago - 202 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
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
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 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 7.8% 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
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
ArrayInterfaceCUDA 0.1.3
Designs for new Base array interface primitives, used widely through scientific machine learning ...
4 versions - Latest release: over 1 year ago - 130 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
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
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
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 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
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
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
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
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
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
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
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
SymbolicNumericIntegration 1.4.0 💰
SymbolicNumericIntegration.jl: Symbolic-Numerics for Solving Integrals
10 versions - Latest release: 15 days ago - 113 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 9.5% 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
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
FEniCS 0.4.1 💰
A scientific machine learning (SciML) wrapper for the FEniCS Finite Element library in the Julia ...
6 versions - Latest release: over 1 year ago - 93 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
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: 21 days ago - 52 dependent packages - 12 dependent repositories - 84 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
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
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 nonlinear-optimization 29 global-optimization 29 local-optimization 29 convex-optimization 29 mixed-integer-programming 29 derivative-free-optimization 29 neural-ode 26 dae 26 dde 23 neural-differential-equations 23 stochastic-differential-equations 18 pde 15 ordinary-differential-equations 15 partial-differential-equations 14 arrays 12 interface 11 composibility 11 julia-language 11 base 10 primitives 10 high-performance-computing 9 integration 9 scientific-ml 8 julialang 8 scientific-ai 8 differentiable-programming 7 surrogate-models 7 surrogate 7 quadrature 7 surrogates 7 surrogate-based-optimization 7 machine-learning 7 gpu 6 neural-networks 6 numerical-integration 6 python 6 differential-algebraic-equations 5 neural-sde 5 delay-differential-equations 5 newton-krylov 4 linear-algebra 4 factorization 4 r 4 sensitivity-analysis 4 krylov-methods 4 pinn 4 stochastic 4 stochastic-processes 3 systems-biology 3 adjoint 3 distributed-computing 3 preconditioners 3 multigrid 3 amg 3 linear-solvers 3 simulation 3 hybrid-differential-equation 3 reaction-network 3 dsl 3 adaptive 3 neural-network 3 uncertainty-quantification 3 deep-learning 3 physics-informed-learning 3 array 2 scientific-computing 2 solvers 2 stochastic-jump-equations 2 ssa 2 gillespie 2 jump-diffusion 2 geometric-algorithms 2 jacobian 2 uq 2 newton-raphson 2 steady-state 2 systems-biology-simulation 2 rate-laws 2 chemical-reactions 2 biology 2 numerical 2 gillespie-algorithm 2 backpropogation 2 symbolic-computation 2 symbolic 2 dynamical-systems 2 matlab 2 high-performance 2 cryosphere 1 glaciers 1