Julia Julia

Open-source Julia projects categorized as Julia
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Top 23 Julia Julium Projects

  • julia

    The Julia Programming Language

    • Project mention: Modern Python REPL in Emacs using VTerm | dev.to | 2024-05-11

    From my jolly Julia days I’m used to julia-vterm. This emacs package runs a Julia REPL using a full terminal emulator (emacs-libvterm). So in the pursuit of a nice hack, I M-x replace-string’d the word juliawith python and gave it a shot. Remarkably, the whole thing just worked without much tweaking and you can enjoy the result by checking out the GitHub repo.

  • DifferentialEquations.jl

    Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.

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  • Makie.jl

    Interactive data visualizations and plotting in Julia

    • Project mention: Julia and Mojo (Modular) Mandelbrot Benchmark | news.ycombinator.com | 2023-09-08

  • Genie.jl

    🧞The highly productive Julia web framework

    • Project mention: Show HN: A VS Code extension to build Julia data apps with low-code and AI [video] | news.ycombinator.com | 2024-05-20

    * AI Assistant to build UIs from scratch, style your app, and more.

    Genie Builder 1.0 is available for download on the VS Code Marketplace and comes with a 14-day free trial: https://marketplace.visualstudio.com/items?itemName=GenieBui...

    Visit https://genieframework.com for more information.

  • JuMP.jl

    Modeling language for Mathematical Optimization (linear, mixed-integer, conic, semidefinite, nonlinear)

  • Gadfly.jl

    Crafty statistical graphics for Julia.

  • Plots.jl

    Powerful convenience for Julia visualizations and data analysis

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  • MLJ.jl

    A Julia machine learning framework

  • DataFrames.jl

    In-memory tabular data in Julia

  • Zygote.jl

    21st century AD

  • PyCall.jl

    Package to call Python functions from the Julia language

    • Project mention: I just started into Julia for ML | /r/Julia | 2023-06-06

    For point 3 you can use https://github.com/cjdoris/PythonCall.jl or https://github.com/JuliaPy/PyCall.jl (and their respective Python sister packages).

  • UnicodePlots.jl

    Unicode-based scientific plotting for working in the terminal

  • PackageCompiler.jl

    Compile your Julia Package

    • Project mention: Potential of the Julia programming language for high energy physics computing | news.ycombinator.com | 2023-12-04

    Yes, julia can be called from other languages rather easily, Julia functions can be exposed and called with a C-like ABI [1], and then there's also various packages for languages like Python [2] or R [3] to call Julia code.

    With PackageCompiler.jl [4] you can even make AOT compiled standalone binaries, though these are rather large. They've shrunk a fair amount in recent releases, but they're still a lot of low hanging fruit to make the compiled binaries smaller, and some manual work you can do like removing LLVM and filtering stdlibs when they're not needed.

    Work is also happening on a more stable / mature system that acts like StaticCompiler.jl [5] except provided by the base language and people who are more experienced in the compiler (i.e. not a janky prototype)

    [1] https://docs.julialang.org/en/v1/manual/embedding/

    [2] https://pypi.org/project/juliacall/

    [3] https://www.rdocumentation.org/packages/JuliaCall/

    [4] https://github.com/JuliaLang/PackageCompiler.jl

    [5] https://github.com/tshort/StaticCompiler.jl

  • ModelingToolkit.jl

    An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and automated transformations of differential equations

  • BeautifulAlgorithms.jl

    Concise and beautiful algorithms written in Julia

  • AlphaZero.jl

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

  • CUDA.jl

    CUDA programming in Julia.

    • Project mention: Ask HN: Best way to learn GPU programming? | news.ycombinator.com | 2024-01-01

    It would also mean learning Julia, but you can write GPU kernels in Julia and then compile for NVidia CUDA, AMD ROCm or IBM oneAPI.

    https://juliagpu.org/

    I've written CUDA kernels and I knew nothing about it going in.

  • Distributions.jl

    A Julia package for probability distributions and associated functions.

  • StatsWithJuliaBook

    • Project mention: An Introduction to Statistical Learning with Applications in Python | news.ycombinator.com | 2023-07-09

    I actually like this book by Yoni Nazarathy

    https://statisticswithjulia.org/

    They have a book on Mathematics of DL too which is a natural progression from the concepts covered here.

    (I am slightly biased towards this since I've known the author by online interactions)

  • model-zoo

    Please do not feed the models

  • Oceananigans.jl

    🌊 Julia software for fast, friendly, flexible, ocean-flavored fluid dynamics on CPUs and GPUs

    • Project mention: Julia 1.10 Released | news.ycombinator.com | 2023-12-27

    I think it’s also the design philosophy. JuMP and ForwardDiff are great success stories and are packages very light on dependencies. I like those.

    The DiffEq library seems to pull you towards the SciML ecosystem and that might not be agreeable to everyone.

    For instance a known Julia project that simulates diff equations seems to have implemented their own solver

    https://github.com/CliMA/Oceananigans.jl

  • TensorFlow.jl

    A Julia wrapper for TensorFlow

  • ForwardDiff.jl

    Forward Mode Automatic Differentiation for Julia

    • Project mention: The Elements of Differentiable Programming | news.ycombinator.com | 2024-03-22

    You seem somewhat obsessed with the idea that reverse-mode autodiff is not the same technique as forward-mode autodiff. It makes you,,, angry? Seems like such a trivial thing to act a complete fool over.

    What's up with that?

    Anyway, here's a forward differentiation package with a file that might interest you

    https://github.com/JuliaDiff/ForwardDiff.jl/blob/master/src/...

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Julia Julia related posts

Index

What are some of the best open-source Julium projects in Julia? This list will help you:

Project Stars
1 julia 44,707
2 DifferentialEquations.jl 2,777
3 Makie.jl 2,296
4 Genie.jl 2,199
5 JuMP.jl 2,151
6 Gadfly.jl 1,894
7 Plots.jl 1,804
8 MLJ.jl 1,735
9 DataFrames.jl 1,704
10 Zygote.jl 1,450
11 PyCall.jl 1,440
12 UnicodePlots.jl 1,396
13 PackageCompiler.jl 1,374
14 ModelingToolkit.jl 1,370
15 BeautifulAlgorithms.jl 1,307
16 AlphaZero.jl 1,221
17 CUDA.jl 1,144
18 Distributions.jl 1,075
19 StatsWithJuliaBook 1,059
20 model-zoo 888
21 Oceananigans.jl 887
22 TensorFlow.jl 879
23 ForwardDiff.jl 864

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