Dependency Packages

Flux.jl4466Relax! Flux is the ML library that doesn't make you tensor

Turing.jl2026Bayesian inference with probabilistic programming.

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

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

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

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

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

Transformers.jl521Julia Implementation of Transformer models

GeometricFlux.jl348Geometric Deep Learning for Flux

DiffEqSensitivity.jl329A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimizethendiscretize, discretizethenoptimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.

SciMLSensitivity.jl329A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimizethendiscretize, discretizethenoptimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.

Metalhead.jl328Computer vision models for Flux

NeuralOperators.jl262DeepONets, (Fourier) Neural Operators, PhysicsInformed Neural Operators, and more in Julia

GraphNeuralNetworks.jl218Graph Neural Networks in Julia

TopOpt.jl181A package for binary and continuous, single and multimaterial, truss and continuum, 2D and 3D topology optimization on unstructured meshes using automatic differentiation in Julia.

SeaPearl.jl168Julia hybrid constraint programming solver enhanced by a reinforcement learning driven search.

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

Omega.jl162Causal, HigherOrder, Probabilistic Programming

RayTracer.jl150Differentiable RayTracing in Julia

InvertibleNetworks.jl149A Julia framework for invertible neural networks

MLJFlux.jl145Wrapping deep learning models from the package Flux.jl for use in the MLJ.jl toolbox

PastaQ.jl142Package for Simulation, Tomography and Analysis of Quantum Computers

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

ConformalPrediction.jl135Predictive Uncertainty Quantification through Conformal Prediction for Machine Learning models trained in MLJ.

FluxArchitectures.jl123Complex neural network examples for Flux.jl

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

FluxTraining.jl119A flexible neural net training library inspired by fast.ai

CounterfactualExplanations.jl117A package for Counterfactual Explanations and Algorithmic Recourse in Julia.

MagNav.jl101MagNav: airborne Magnetic anomaly Navigation

Flux3D.jl1013D computer vision library in Julia

ObjectDetector.jl90Pure Julia implementations of singlepass object detection neural networks.

Mill.jl86Build flexible hierarchical multiinstance learning models.

StateSpaceRoutines.jl86Package implementing common statespace routines.

OrbitalTrajectories.jl83OrbitalTrajectories.jl is a modern orbital trajectory design, optimisation, and analysis library for Julia, providing methods and tools for designing spacecraft orbits and transfers via highperformance simulations of astrodynamical models.

EasyModelAnalysis.jl79High level functions for analyzing the output of simulations

AdvancedVI.jl78Implementation of variational Bayes inference algorithms

DeepQLearning.jl72Implementation of the Deep Qlearning algorithm to solve MDPs

ReactionMechanismSimulator.jl72The amazing Reaction Mechanism Simulator for simulating large chemical kinetic mechanisms
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