Dependency Packages
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Flux.jl4122Relax! Flux is the ML library that doesn't make you tensor
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Knet.jl1403Koç University deep learning framework.
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AlphaZero.jl1131A generic, simple and fast implementation of Deepmind's AlphaZero algorithm.
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CUDA.jl974CUDA programming in Julia.
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Oceananigans.jl781🌊 Julia software for fast, friendly, flexible, ocean-flavored fluid dynamics on CPUs and GPUs
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DiffEqFlux.jl771Universal neural differential equations with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods
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NeuralNetDiffEq.jl755Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
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NeuralPDE.jl755Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
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DiffEqTutorials.jl694Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
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FastAI.jl557Repository of best practices for deep learning in Julia, inspired by fastai
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Optimization.jl512Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable interface.
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ClimateMachine.jl433Climate Machine: an Earth System Model that automatically learns from data
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Transformers.jl420Julia Implementation of Transformer models
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WaterLily.jl405Fast and simple fluid simulator in Julia
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CUDAnative.jl396Julia support for native CUDA programming
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StaticCompiler.jl395Compiles Julia code to a standalone library (experimental)
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TensorOperations.jl351Julia package for tensor contractions and related operations
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GeometricFlux.jl330Geometric Deep Learning for Flux
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Enzyme.jl311Julia bindings for the Enzyme automatic differentiator
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Metalhead.jl297Computer vision models for Flux
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Molly.jl281Molecular simulation in Julia
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CuArrays.jl281A Curious Cumulation of CUDA Cuisine
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Metal.jl266Metal programming in Julia
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XGBoost.jl262XGBoost Julia Package
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SpeedyWeather.jl256The little sister of a big weather forecast model
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SciMLSensitivity.jl248A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.
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DiffEqSensitivity.jl248A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.
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ParallelStencil.jl238Package for writing high-level code for parallel high-performance stencil computations that can be deployed on both GPUs and CPUs
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AMDGPU.jl228AMD GPU (ROCm) programming in Julia
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FourierFlows.jl161Tools for building fast, hackable, pseudospectral partial differential equation solvers on periodic domains
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Omega.jl155Causal, Higher-Order, Probabilistic Programming
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GraphNeuralNetworks.jl153Graph Neural Networks in Julia
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NeuralOperators.jl151DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia
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EvoTrees.jl143Boosted trees in Julia
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OMEinsum.jl143One More Einsum for Julia! With runtime order-specification and high-level adjoints for AD
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SeaPearl.jl141Julia hybrid constraint programming solver enhanced by a reinforcement learning driven search.
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TopOpt.jl141A beautifully Julian topology optimization package.
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RayTracer.jl141Differentiable RayTracing in Julia
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GeophysicalFlows.jl135Geophysical fluid dynamics pseudospectral solvers with Julia and FourierFlows.jl.
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TensorKit.jl118A Julia package for large-scale tensor computations, with a hint of category theory
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