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lululxvi /deepxde

Star3.7k

A library for scientific machine learning and physics-informed learning

deep-learning neural-network tensorflow pytorch operator pde paddle pinn jax scientific-machine-learning multi-fidelity-data physics-informed-learning deeponet

UpdatedDec 12, 2025
Python

SciML /DifferentialEquations.jl

Sponsor

Star3k

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.

python r julia ode dde scientific dynamical-systems differential-equations differentialequations sde dae spde stochastic-differential-equations delay-differential-equations numerical stochastic-processes differential-algebraic-equations scientific-machine-learning neural-differential-equations sciml

UpdatedDec 2, 2025
Julia

SciML /SciMLBook

Sponsor

Star2k

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

performance-engineering parallelism neural-networks differential-equations gpu-computing numerical-methods lecture-notes neural-ode scientific-machine-learning neural-sde stiff-equations scientific-simulators sciml

UpdatedSep 21, 2025
HTML

SciML /ModelingToolkit.jl

Sponsor

Star1.6k

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

computer-algebra optimization julia ode symbolic dde differential-equations ordinary-differential-equations sde pde dae stochastic-differential-equations delay-differential-equations symbolic-computation nonlinear-programming equation-based scientific-machine-learning sciml symbolic-numerics acausal

UpdatedDec 17, 2025
Julia

SciML /NeuralPDE.jl

Sponsor

Star1.1k

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

machine-learning neural-network ode neural-networks partial-differential-equations differential-equations ordinary-differential-equations differentialequations pde pinn scientific-machine-learning neural-differential-equations scientific-ml scientific-ai sciml

UpdatedDec 16, 2025
Julia

SciML /DiffEqFlux.jl

Sponsor

Star906

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

neural-networks partial-differential-equations differential-equations ordinary-differential-equations differentialequations stochastic-differential-equations delay-differential-equations pinn neural-ode scientific-machine-learning neural-sde neural-pde neural-dde neural-differential-equations stiff-ode scientific-ml scientific-ai neural-jump-diffusions neural-sdes physics-informed-learning

UpdatedDec 15, 2025
Julia

SciML /Optimization.jl

Sponsor

Star810

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.

optimization julia automatic-differentiation global-optimization hacktoberfest nonlinear-optimization convex-optimization algorithmic-differentiation mixed-integer-programming scientific-machine-learning derivative-free-optimization sciml local-optimization

UpdatedDec 15, 2025
Julia

SciML /SciMLTutorials.jl

Sponsor

Star737

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

python r julia ode dde partial-differential-equations differential-equations ordinary-differential-equations differentialequations sde pde dae stochastic-differential-equations hacktoberfest neural-ode scientific-machine-learning neural-differential-equations sciml

UpdatedDec 3, 2025
CSS

LuxDL /Lux.jl

Star659

Elegant and Performant Deep Learning

machine-learning deep-learning gpu neural-networks tpu xla scientific-machine-learning

UpdatedDec 15, 2025
Julia

SciML /OrdinaryDiffEq.jl

Sponsor

Star616

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

high-performance julia ode differential-equations ordinary-differential-equations adaptive differentialequations event-handling hacktoberfest scientific-machine-learning sciml

UpdatedDec 17, 2025
Julia

JuDFTteam /best-of-atomistic-machine-learning

Star593

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

molecular-dynamics density-functional-theory computational-chemistry scientific-computing drug-discovery quantum-chemistry awesome-list materials-informatics condensed-matter electronic-structure surrogate-models atomistic-machine-learning interatomic-potentials scientific-machine-learning materials-discovery computational-materials-science best-of-list ai4science

UpdatedDec 15, 2025

SciML /diffeqpy

Sponsor

Star584

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

ode dde differential-equations ordinary-differential-equations numba differentialequations sde dae stochastic-differential-equations delay-differential-equations differential-algebraic-equations sdes scientific-machine-learning sciml

UpdatedOct 17, 2025
Python

SciML /Catalyst.jl

Sponsor

Star503

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

simulation biology dsl julia systems-biology ode reaction-network differential-equations sde chemical-reactions gillespie-algorithm systems-biology-simulation rate-laws scientific-machine-learning sciml

UpdatedDec 16, 2025
Julia

SciML /DataDrivenDiffEq.jl

Sponsor

Star420

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

julia ode differential-equations scientific-machine-learning sciml

UpdatedDec 16, 2025
Julia

SciML /SciMLSensitivity.jl

Sponsor

Star371

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.

ode dde differential-equations differentialequations sde dae sensitivity-analysis hacktoberfest adjoint backpropogation neural-ode scientific-machine-learning neural-sde sciml