Dependency Packages

Flux.jl4122Relax! Flux is the ML library that doesn't make you tensor

Turing.jl1807Bayesian inference with probabilistic programming.

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

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

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

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

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

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

GalacticOptim.jl512Mathematical Optimization in Julia. Local, global, gradientbased and derivativefree. Linear, Quadratic, Convex, MixedInteger, and Nonlinear Optimization in one simple, fast, and differentiable interface.

Optimization.jl512Mathematical Optimization in Julia. Local, global, gradientbased and derivativefree. Linear, Quadratic, Convex, MixedInteger, and Nonlinear Optimization in one simple, fast, and differentiable interface.

Transformers.jl420Julia Implementation of Transformer models

Term.jl391Julia library for stylized terminal output

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

GeometricFlux.jl330Geometric Deep Learning for Flux

Metalhead.jl297Computer vision models for Flux

XGBoost.jl262XGBoost Julia Package

PowerSystems.jl240Data structures in Julia to enable power systems analysis. Part of the Scalable Integrated Infrastructure Planning Initiative at the National Renewable Energy Lab.

MCMCChains.jl236Types and utility functions for summarizing Markov chain Monte Carlo simulations

PowerSimulations.jl216Julia for optimization simulation and modeling of PowerSystems. Part of the Scalable Integrated Infrastructure Planning Initiative at the National Renewable Energy Lab.

Stan.jl197Stan.jl illustrates the usage of the 'single method' packages, e.g. StanSample, StanOptimize, etc.

AdvancedHMC.jl192Robust, modular and efficient implementation of advanced Hamiltonian Monte Carlo algorithms

ReachabilityAnalysis.jl170Methods to compute sets of states reachable by dynamical systems

BAT.jl164A Bayesian Analysis Toolkit in Julia

Omega.jl155Causal, HigherOrder, Probabilistic Programming

GraphNeuralNetworks.jl153Graph Neural Networks in Julia

TuringModels.jl153Implementations of the models from the Statistical Rethinking book with Turing.jl

NeuralOperators.jl151DeepONets, (Fourier) Neural Operators, PhysicsInformed Neural Operators, and more in Julia

RayTracer.jl141Differentiable RayTracing in Julia

TopOpt.jl141A beautifully Julian topology optimization package.

SeaPearl.jl141Julia hybrid constraint programming solver enhanced by a reinforcement learning driven search.

AugmentedGaussianProcesses.jl132Gaussian Process package based on data augmentation, sparsity and natural gradients

PowerSimulationsDynamics.jl118Julia package to run Dynamic Power System simulations. Part of the Scalable Integrated Infrastructure Planning Initiative at the National Renewable Energy Lab.

DiffEqBayes.jl117Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning

DynamicPPL.jl116Implementation of domainspecific language (DSL) for dynamic probabilistic programming

PkgBenchmark.jl116Easy benchmark tracking for packages

MLJFlux.jl115Wrapping deep learning models from the package Flux.jl for use in the MLJ.jl toolbox

FluxArchitectures.jl113Complex neural network examples for Flux.jl

PlutoSliderServer.jl105Web server to run just the `@bind` parts of a Pluto.jl notebook

InvertibleNetworks.jl101A Julia framework for invertible neural networks

ProbNumDiffEq.jl100Probabilistic Numerical Differential Equation solvers via Bayesian filtering and smoothing
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