Dependency Packages

Turing.jl2026Bayesian inference with probabilistic programming.

NeuralPDE.jl966PhysicsInformed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

DiffEqTutorials.jl713Tutorials for doing scientific machine learning (SciML) and highperformance differential equation solving with open source software.

Optimization.jl712Mathematical Optimization in Julia. Local, global, gradientbased and derivativefree. Linear, Quadratic, Convex, MixedInteger, and Nonlinear Optimization in one simple, fast, and differentiable interface.

GalacticOptim.jl712Mathematical Optimization in Julia. Local, global, gradientbased and derivativefree. Linear, Quadratic, Convex, MixedInteger, and Nonlinear Optimization in one simple, fast, and differentiable interface.

StatisticalRethinking.jl386Julia package with selected functions in the R package `rethinking`. Used in the SR2... projects.

ProfileView.jl347Visualization of Julia profiling data

Modia.jl321Modeling and simulation of multidomain engineering systems

SnoopCompile.jl309Provide insights about latency (TTFX) for Julia packages

PowerSystems.jl306Data structures in Julia to enable power systems analysis. Part of the Scalable Integrated Infrastructure Planning Initiative at the National Renewable Energy Lab.

PowerSimulations.jl279Julia for optimization simulation and modeling of PowerSystems. Part of the Scalable Integrated Infrastructure Planning Initiative at the National Renewable Energy Lab.

MCMCChains.jl266Types and utility functions for summarizing Markov chain Monte Carlo simulations

Metaheuristics.jl253Highperformance metaheuristics for optimization coded purely in Julia.

InfiniteOpt.jl251An intuitive modeling interface for infinitedimensional optimization problems.

AdvancedHMC.jl228Robust, modular and efficient implementation of advanced Hamiltonian Monte Carlo algorithms

Stan.jl211Stan.jl illustrates the usage of the 'single method' packages, e.g. StanSample, StanOptimize, etc.

Clarabel.jl173Clarabel.jl: Interiorpoint solver for convex conic optimisation problems in Julia.

PowerSimulationsDynamics.jl173Julia package to run Dynamic Power System simulations. Part of the Scalable Integrated Infrastructure Planning Initiative at the National Renewable Energy Lab.

TuringModels.jl163Implementations of the models from the Statistical Rethinking book with Turing.jl

DynamicPPL.jl157Implementation of domainspecific language (DSL) for dynamic probabilistic programming

PProf.jl155Export Julia profiles to the pprof format

StatProfilerHTML.jl138Show Julia profiling data in an explorable HTML page

AugmentedGaussianProcesses.jl135Gaussian Process package based on data augmentation, sparsity and natural gradients

PlutoSliderServer.jl132Web server to run just the `@bind` parts of a Pluto.jl notebook

PkgBenchmark.jl130Easy benchmark tracking for packages

Kinetic.jl122Universal modeling and simulation of fluid mechanics upon machine learning. From the Boltzmann equation, heading towards multiscale and multiphysics flows.

DiffEqBayes.jl121Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning

Wflow.jl115Hydrological modeling

ViscousFlow.jl97A framework for simulating viscous incompressible flows about arbitrary body shapes.

AdvancedMH.jl88Robust implementation for randomwalk MetropolisHastings algorithms

Dynare.jl86A Julia rewrite of Dynare: solving, simulating and estimating DSGE models.

CalibrateEmulateSample.jl84Stochastic Optimization, Learning, Uncertainty and Sampling

EasyModelAnalysis.jl79High level functions for analyzing the output of simulations

AbstractMCMC.jl79Abstract types and interfaces for Markov chain Monte Carlo methods

Pathfinder.jl75Preheat your MCMC

Modia3D.jl74Modeling and Simulation of 3D systems

Atom.jl71Julia Client for Atom

TuringGLM.jl71Bayesian Generalized Linear models using `@formula` syntax.

ODINN.jl68Global glacier model using Universal Differential Equations for climateglacier interactions

Turkie.jl68Turing + Makie = Turkie
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