Dependency Packages

DifferentialEquations.jl2841Multilanguage 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.

Turing.jl2026Bayesian inference with probabilistic programming.

Gadfly.jl1900Crafty statistical graphics for Julia.

Gen.jl1791A generalpurpose probabilistic programming system with programmable inference

MLJ.jl1779A Julia machine learning framework

ModelingToolkit.jl1410An 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.jl1353Symbolic programming for the next generation of numerical software

AlphaZero.jl1232A generic, simple and fast implementation of Deepmind's AlphaZero algorithm.

Distributions.jl1102A Julia package for probability distributions and associated functions.

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

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

TensorFlow.jl884A Julia wrapper for TensorFlow

DSGE.jl864Solve and estimate Dynamic Stochastic General Equilibrium models (including the New York Fed DSGE)

DiffEqFlux.jl861Prebuilt implicit layer architectures with O(1) backprop, GPUs, and stiff+nonstiff DE solvers, demonstrating scientific machine learning (SciML) and physicsinformed machine learning methods

DynamicalSystems.jl834Award winning software library for nonlinear dynamics and nonlinear timeseries analysis

OnlineStats.jl831⚡ Singlepass algorithms for statistics

JuliaDB.jl766Parallel analytical database in pure Julia

Agents.jl728Agentbased modeling framework in Julia

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.

POMDPs.jl662MDPs and POMDPs in Julia  An interface for defining, solving, and simulating fully and partially observable Markov decision processes on discrete and continuous spaces.

Dagger.jl630A framework for outofcore and parallel execution

FastAI.jl589Repository of best practices for deep learning in Julia, inspired by fastai

GLM.jl587Generalized linear models in Julia

QuantumOptics.jl528Library for the numerical simulation of closed as well as open quantum systems.

Tidier.jl513Metapackage for data analysis in Julia, modeled after the R tidyverse.

GeoStats.jl506An extensible framework for geospatial data science and geostatistical modeling fully written in Julia

QuantEcon.jl504Julia implementation of QuantEcon routines

DiffEqBiological.jl455Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPUparallelized, and O(1) solvers in open source software.

Catalyst.jl455Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPUparallelized, and O(1) solvers in open source software.

ClimateMachine.jl451Climate Machine: an Earth System Model that automatically learns from data

BlackBoxOptim.jl437Blackbox optimization for Julia

StatsPlots.jl437Statistical plotting recipes for Plots.jl

SpeedyWeather.jl425Play atmospheric modelling like it's LEGO.

AlgebraOfGraphics.jl421Combine ingredients for a plot

Soss.jl414Probabilistic programming via source rewriting

DataDrivenDiffEq.jl405Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization

MixedModels.jl402A Julia package for fitting (statistical) mixedeffects models

Molly.jl389Molecular simulation in Julia

MeasureTheory.jl386"Distributions" that might not add to one.
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