Dependency Packages

DifferentialEquations.jl2503Multilanguage suite for highperformance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differentialalgebraic equations (DAEs), and more in Julia.

Gadfly.jl1849Crafty statistical graphics for Julia.

Turing.jl1807Bayesian inference with probabilistic programming.

Gen.jl1725A generalpurpose probabilistic programming system with programmable inference

MLJ.jl1589A Julia machine learning framework

ModelingToolkit.jl1212An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physicsinformed machine learning and automated transformations of differential equations

Symbolics.jl1169A fast and modern CAS for a fast and modern language.

AlphaZero.jl1131A generic, simple and fast implementation of Deepmind's AlphaZero algorithm.

Distributions.jl987A Julia package for probability distributions and associated functions.

TensorFlow.jl866A Julia wrapper for TensorFlow

DSGE.jl798Solve and estimate Dynamic Stochastic General Equilibrium models (including the New York Fed DSGE)

DiffEqFlux.jl771Universal neural differential equations with O(1) backprop, GPUs, and stiff+nonstiff DE solvers, demonstrating scientific machine learning (SciML) and physicsinformed machine learning methods

JuliaDB.jl765Parallel analytical database in pure Julia

OnlineStats.jl762⚡ Singlepass algorithms for statistics

NeuralPDE.jl755PhysicsInformed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

NeuralNetDiffEq.jl755PhysicsInformed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

DynamicalSystems.jl725Award winning software library for nonlinear dynamics and nonlinear timeseries analysis

DiffEqTutorials.jl694Tutorials for doing scientific machine learning (SciML) and highperformance differential equation solving with open source software.

POMDPs.jl587MDPs and POMDPs in Julia  An interface for defining, solving, and simulating fully and partially observable Markov decision processes on discrete and continuous spaces.

FastAI.jl557Repository of best practices for deep learning in Julia, inspired by fastai

Agents.jl554Agentbased modeling framework in Julia

GLM.jl538Generalized linear models in Julia

ApproxFun.jl486Julia package for function approximation

QuantEcon.jl465Julia implementation of QuantEcon routines

QuantumOptics.jl459Library for the numerical simulation of closed as well as open quantum systems.

ClimateMachine.jl433Climate Machine: an Earth System Model that automatically learns from data

ControlSystems.jl430A Control Systems Toolbox for Julia

OrdinaryDiffEq.jl425High performance ordinary differential equation (ODE) and differentialalgebraic equation (DAE) solvers, including neural ordinary differential equations (neural ODEs) and scientific machine learning (SciML)

GeoStats.jl414An extensible framework for highperformance geostatistics in Julia

Soss.jl401Probabilistic programming via source rewriting

StatsPlots.jl400Statistical plotting recipes for Plots.jl

BlackBoxOptim.jl391Blackbox optimization for Julia

DataDrivenDiffEq.jl372Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization

MixedModels.jl369A Julia package for fitting (statistical) mixedeffects models

MeasureTheory.jl367"Distributions" that might not add to one.

StatisticalRethinking.jl366Julia package with selected functions in the R package `rethinking`. Used in the SR2... projects.

Catalyst.jl342Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPUparallelized, and O(1) solvers in open source software

DiffEqBiological.jl342Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPUparallelized, and O(1) solvers in open source software

AlgebraOfGraphics.jl338Combine ingredients for a plot

Stheno.jl324Probabilistic Programming with Gaussian processes in Julia
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