Dependency Packages
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Gen.jl1725A general-purpose probabilistic programming system with programmable inference
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DiffEqFlux.jl771Universal neural differential equations with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods
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NeuralPDE.jl755Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
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NeuralNetDiffEq.jl755Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
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DFTK.jl337Density-functional toolkit
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DiffEqSensitivity.jl248A 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.
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SciMLSensitivity.jl248A 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.
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ComponentArrays.jl231Arrays with arbitrarily nested named components.
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TopOpt.jl141A beautifully Julian topology optimization package.
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ControlSystemIdentification.jl108System Identification toolbox for LTI systems, compatible with ControlSystems.jl
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OrbitalTrajectories.jl74OrbitalTrajectories.jl is a modern orbital trajectory design, optimisation, and analysis library for Julia, providing methods and tools for designing spacecraft orbits and transfers via high-performance simulations of astrodynamical models.
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FMI.jl59FMI.jl is a free-to-use software library for the Julia programming language which integrates FMI (fmi-standard.org): load or create, parameterize, differentiate and simulate FMUs seamlessly inside the Julia programming language!
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AtomicGraphNets.jl58Atomic graph models for molecules and crystals in Julia
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GXBeam.jl56Pure Julia Implementation of Geometrically Exact Beam Theory
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ReactionMechanismSimulator.jl54The amazing Reaction Mechanism Simulator for simulating large chemical kinetic mechanisms
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FluxMPI.jl48Distributed Data Parallel Training of Deep Neural Networks
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Jaynes.jl45E.T. Jaynes home phone.
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RobustAndOptimalControl.jl42Robust and optimal design and analysis of linear control systems
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DeepEquilibriumNetworks.jl41Implicit Layer Machine Learning via Deep Equilibrium Networks, O(1) backpropagation with accelerated convergence.
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CCBlade.jl39Blade Element Momentum Method for Propellers and Turbines
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Sophon.jl36Neural networks and neural operators for physics-informed machine learning
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AeroMDAO.jl34A toolbox meant for aircraft design analyses.
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AeroFuse.jl34A toolbox meant for aircraft design analyses.
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FMIFlux.jl33FMIFlux.jl is a free-to-use software library for the Julia programming language, which offers the ability to set up NeuralFMUs just like NeuralODEs: You can place FMUs (fmi-standard.org) simply inside any feed-forward ANN topology and keep the resulting hybrid model trainable with a standard (or custom) FluxML training process.
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Plasma.jl30An interface for accelerated simulation of high-dimensional collisionless and electrostatic plasmas.
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ODINN.jl27Global glacier model using Universal Differential Equations for climate-glacier interactions
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DifferentiableFactorizations.jl27Differentiable matrix factorizations using ImplicitDifferentiation.jl.
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SNOW.jl22Optimization framework for nonlinear, gradient-based constrained, sparse optimization problems.
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MuseInference.jl21Fast approximate high-dimensional hierarchical Bayesian inference
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OpticSim.jl20-
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MacroModelling.jl18Macros and functions to work with DSGE models.
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ADNLPModels.jl17-
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MOSLab.jl16From Semiconductor to TransistorLevel Modeling in Julia
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UnitfulAstrodynamics.jl16Astrodynamics with units! Provides common astrodynamics calculations, plotting, and iterative Halo, Kepler, and Lambert solvers.
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GenParticleFilters.jl14Building blocks for simple and advanced particle filtering in Gen.
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FMIImport.jl13FMIImport.jl implements the import functionalities of the FMI-standard (fmi-standard.org) for the Julia programming language. FMIImport.jl provides the foundation for the Julia packages FMI.jl and FMIFlux.jl.
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ReactiveDynamics.jl12A Julia package that implements a category of reaction (transportation) network-type dynamical systems.
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FlightSims.jl12A general purpose numerical simulator supporting nested dynamical systems and a convenient macro-based data logger.
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NLPModelsAlgencan.jl10-
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ExpressionTreeForge.jl10-
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