Dependency Packages

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

Knet.jl1403Koç University deep 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.

CUDA.jl974CUDA programming in Julia.

Oceananigans.jl781🌊 Julia software for fast, friendly, flexible, oceanflavored fluid dynamics on CPUs and GPUs

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

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

SymbolicUtils.jl454Expression rewriting and simplification

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

Transformers.jl420Julia Implementation of Transformer models

WaterLily.jl405Fast and simple fluid simulator in Julia

Soss.jl401Probabilistic programming via source rewriting

CUDAnative.jl396Julia support for native CUDA programming

StaticCompiler.jl395Compiles Julia code to a standalone library (experimental)

SymbolicRegression.jl377Distributed HighPerformance symbolic regression in Julia

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

ITensors.jl371A Julia library for efficient tensor computations and tensor network calculations

Trixi.jl363Trixi.jl: Adaptive highorder numerical simulations of hyperbolic PDEs in Julia

TensorOperations.jl351Julia package for tensor contractions and related operations

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

DFTK.jl337Densityfunctional toolkit

GeometricFlux.jl330Geometric Deep Learning for Flux

Enzyme.jl311Julia bindings for the Enzyme automatic differentiator

Metatheory.jl299General purpose algebraic metaprogramming and symbolic computation library for the Julia programming language: EGraphs & equality saturation, term rewriting and more.

Modia.jl298Modeling and simulation of multidomain engineering systems

Metalhead.jl297Computer vision models for Flux

CuArrays.jl281A Curious Cumulation of CUDA Cuisine

Molly.jl281Molecular simulation in Julia

Metal.jl266Metal programming in Julia

XGBoost.jl262XGBoost Julia Package

SpeedyWeather.jl256The little sister of a big weather forecast model

SciMLSensitivity.jl248A 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.

DiffEqSensitivity.jl248A 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.

ParallelStencil.jl238Package for writing highlevel code for parallel highperformance stencil computations that can be deployed on both GPUs and CPUs
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