Julia

Introduction to Julia Workshop is great intro. What's great about Julia? is fun read.

Notes

• What's interesting about Julia is that because the code is all Julia, it's really easy to dig in there and find potential bugs. The standard library functions can be accessed with @edit sum(1:5) and there you go, hack away. The easier it is to look at the code, the easier it is to find issues with it.

Links

• XLA.jl - Julia on TPUs.
• Julia wrapper for TensorFlow
• Julio - Example of Julia embedded in Haskell.
• JuliaInterpreter - Interpreter for Julia code.
• IJulia - Julia kernel for Jupyter.
• A Julia interpreter and debugger (2019) (HN)
• The Julia Express - Concise Julia language introductory manual for programmers. (PDF)
• Learn Julia the Hard Way
• Think Julia: How to Think Like a Computer Scientist
• Julia Docs
• Learn Julia in Y minutes
• Quantitative Economics with Julia (2019) - Lectures on quantitative economic modeling. (Table of Contents)
• JuliaDiff - Differentiation tools in Julia.
• Simon Danisch - Julia - A Compiler for the Future (2019)
• JuliaCon 2018 | Engineering Julia for Speed | Lionel Zoubritzky
• JuliaCon 2019 | Cleaning Messy Data with Julia and Gen | Alex Lew
• HN: Julia v1.3
• JuliaLang: The Ingredients for a Composable Programming Language (2020) (HN)
• Julia website code
• Julia Virtual Meetup (2020)
• Pluto.jl - Lightweight reactive notebooks for Julia. (HN)
• MIT: Computational thinking with Julia + application to the COVID-19 pandemic (2020)
• Set of IPython (Jupyter) notebooks to introduce the Julia programming language
• OhMyREPL - Syntax highlighting and other enhancements for the Julia REPL.
• Tutorials on Topics in Julia Programming (Tweet)
• Why learn julia? (2020)
• Julia Case Studies
• Administrative Scripting with Julia
• The Fast Track to Julia
• JuliaLang Antipatterns (2020)
• Julia as a cli calculator (2020) (HN)
• Julia By Example (Code)
• Implement Your Own Source To Source AD in ONE day (2020) (HN)
• Yggdrasil - Contains recipes for building binaries for Julia packages using BinaryBuilder.jl.
• Grassmann.jl A\b 3x faster than Julia's StaticArrays.jl (2020) (HN)
• JuliaAcademy courses
• JuliaCon - Conference dedicated to the Julia programming language. (Live) (Code)
• Julia for teaching optimization
• Interactive notebooks ~ Pluto.jl | Fons van der Plas (2020)
• Julia 1.5 (2020) (HN)
• Flux – Accelerating Flux.jl with PyTorch kernels (2020)
• Hands-On Design Patterns and Best Practices with Julia (2020) (Code)
• Julia High Performance - Optimizations, distributed computing, multithreading, and GPU programming with Julia 1.0 and beyond.
• Julia Quick Syntax Reference
• JuliaCon2020: Julia is production ready (HN) (Lobsters)
• Julia: Are there any performance tips that are not mentioned in the docs?
• Sum Types in Julia and Rust (2020) (HN)
• Analyzing sources of compiler latency in Julia: method invalidations (2020)
• Introduction to Computational Thinking using Julia language MIT course (Videos) (Code) (2021 Edition)
• AlgebraicJulia - Bringing compositionality to technical computing. (Blog)
• A History of Releasing Julia Packages (2020)
• Chris Rackauckas - SciML: How Language is Changing Scientific Research (2020)
• A quick introduction to data parallelism in Julia (2020) (HN)
• CSV Reader Benchmarks: Julia Reads CSVs 10-20x Faster than Python and R (2020) (HN)
• The unreasonable effectiveness of the Julia programming language (2020) (HN)
• Example of Julia workflow using Docker and GitHub Actions
• The accelerating adoption of Julia (2020) (HN)
• Why Does Julia Work So Well? (HN)
• Guide to distributed computing in Julia
• Julia: Dynamism and Performance Reconciled by Design (2018) (HN)
• Julia REPL tips and tricks (2019)
• A review of the Julia language
• Thoughts on Julia after 2 weeks (2020)
• Julia2Nix - Generate Nix expressions for building a Julia depot with a set of packages.
• Tutorial on Precompilation for Julia (2021)
• Quick Overview of Julia language (2021) (HN)
• Julia adoption keeps climbing (2021) (HN)
• JuliaFormatter - Opinionated code formatter for Julia. (Docs)
• Julia workshop for Data Science
• Julia 1.6: what has changed since Julia 1.0? (2021) (HN)
• YASGuide - Yet Another Style Guide For Julia.
• Building a constraint programming solver in Julia (2019)
• Data Science in Julia for Hackers (Code)
• Julia 1.6 Highlights (2021) (HN)
• Unreasonable Effectiveness of Multiple Dispatch (2019)
• Seam carving in Julia (by 3Blue1Brown) (2020)
• BeautifulAlgorithms.jl - Concise and beautiful algorithms written in Julia.
• Blue: Style Guide for Julia
• Is Julia Really Fast? (2021) (HN)
• Julia and the Reincarnation of Lisp (2020) (HN)
• Julia used Multiple Dispatch! It's Super Effective! (2021) (HN) (Lobsters)
• Julia2021 Workshop – Package development: improving engineering quality & latency
• Beautiful Makie - High-performance, extendable, and multi-platform plotting ecosystem for the Julia programming language. (Code)
• Simulating Big Models in Julia with ModelingToolkit (2021)
• What's bad about Julia? (2021) (HN) (Lobsters)
• Non-local compiler transformations in the presence of dynamic dispatch (2020)
• Julia for Biologists | Elisabeth Roesch (2021) (Code)
• FromPython - Python-to-Julia transpiler. Mainly intended for translating numerical code and wrapping Python packages to add multiple dispatch.
• Debugging in Julia - Two different ways (2021)
• Machine Learning with Julia on AWS SageMaker (2021)
• GPU Programming in Julia (2021) (Code)
• Julia Enhancement Proposals
• Julia Data Science Book (Code)
• New features coming in Julia 1.7 (2021) (HN)
• SciMLTutorials.jl - Tutorials for Scientific Machine Learning and Differential Equations. (Web)
• Composability in Julia: Implementing Deep Equilibrium Models via Neural ODEs (2021) (HN)
• Exercises in avoiding common performance traps with Julia
• Implementing a fixed-bit-width string type in JuliaLang with LLVM (2021)
• Concurrency in Julia (2021) (HN)
• Differentiable Programming with Julia by Mike Innes (2019)
• Zero-to-Hero Julia workshop (2020) (Video)
• Julia 1.7 Highlights (2021) (HN)
• GPU Programming with Julia course (2021)
• Type Stability in Julia: Avoiding Performance Pathologies in JIT Compilation (2021) (HN)
• Deep Learning with Julia book, using Flux.jl (Code)
• Bayesian Statistics with Julia and Turing
• The Comprehensive Julia Tutorials - YouTube (Code)
• The Future of Machine Learning and why it looks a lot like Julia (2021)
• 10 things I love about Julia (2021)
• Write custom Julia compiler passes in library code (Lobsters)
• Statistical Rethinking (2nd edition) with Julia (Code)
• HelloJulia.jl - Resources used by the author for a short Introduction to Julia workshop.
• Julia-on-Colab - Notebook for running Julia on Google Colab.
• State of Machine Learning in Julia (2022) (HN)
• The State of Julia | JuliaCon 2021
• A Tour of Julia - Erik Engheim (2021)
• Julia macros for beginners (2021)
• Juliaup - Julia installer and version multiplexer.
• Why We Use Julia, 10 Years Later (2022) (HN)
• Optimizing Julia code (2022)
• Julia 100 Exercises - Set of introductory exercises for Julia. Based on 100 NumPy Exercises.
• Some special cases of method dispatch in Julia (2022) (HN)
• minGPT in Julia using Flux! (2022)
• Julia for Economists Bootcamp, 2022
• The Julia language has a number of correctness flaws (HN) (Reddit)
• My Experiences with Julia (HN)
• SciML Style Guide for Julia
• Julia for Data Analysis Book (2022)
• Building a transformer in Julia (2022)
• Julia parser for Lezer
• StaticTools - Enabling StaticCompiler.jl-based compilation of (some) Julia code to standalone native binaries by avoiding GC allocations and llvmcall-ing all the things.
• Why I still recommend Julia (2022) (HN) (Lobsters)
• JuliaCon 2022 - Introduction to Julia Tutorial
• Advanced Scientific Computing in Julia course
• Julia for High-Performance Computing (2022)
• A Complete Guide to Efficient Transformations of data frames (2022)
• Julia 1.8 Highlights (2022) (HN)
• Julia Functions In Excruciating Detail (2022)
• Ask HN: Why hasn't the deep learning community embraced Julia yet? (2022)
• Julia 2.0 isn’t coming anytime soon, and why that is a good thing (2022) (HN)
• Julia grammar for Tree-sitter
• Intro to Julia workshop (2022)
• ModelingToolkit and JuliaSim Workshop (2022) (Code)
• Improvements in package precompilation (2022) (Code)
• What's great about Julia? (2022) (HN)
• SciMLWorkshop: Workshop Materials for Training in Scientific Computing and Scientific Machine Learning (SciML)
• Data-parallel programming in Julia (Code)
• Julia 1.9 precompilation will be a turning point (2023)