The Julia Programming Language

These notes are divided into four sections. The first section contains links to documentation and tutorials for the Julia programming language. Besides browsing through these links, I recommend the Julia Academy courses as well as listening to Alan Edelman’s talk “The Power of Language” (he is one of the authors of Julia). The next section is on integrated development environments for writing Julia code. Juno using the Atom editor is popular and the JuliaPro link includes Julia and Juno in one download. More recently, Visual Studio Code (VScode) is gaining adherents and I’ve included links to talks about it from the most recent Julia conference. The third section contains links for using Julia in data science and computational science. The “Introduction to Computational Thinking” is an ongoing course at MIT that uses Julia. The last section includes links to the Julia package repository and an extensive set of Julia code examples.

The Julia Language Tutorials

• The Julia Programming Language (Offical site)
  https://julialang.org/

• Julia 1.5 Documentation
  https://docs.julialang.org/en/v1/

• Julia Language Research and Development at MIT
  https://julia.mit.edu/

• Julia Academy Courses
  https://juliaacademy.com/

• From zero to Julia!
  https://techytok.com/from-zero-to-julia/

• The Power of Language
  https://www.youtube.com/watch?v=nwdGsz4rc3Q

• A Julia interpreter and debugger
  https://julialang.org/blog/2019/03/debuggers/

• Introduction to Julia’s Debugger
  http://webpages.csus.edu/fitzgerald/julia-debugger-tutorial/

• The Julia Language Slack
  https://julialang.org/slack/

Julia Integrated Development Environments (IDE)

• Juno: A Flexible IDE for Julia
  https://junolab.org/

• JuliaPro:
  https://juliacomputing.com/products/juliapro

• Julia for VSCode IDE
  https://www.julia-vscode.org/

• Debugging Julia in Juno
  http://docs.junolab.org/latest/man/debugging/

• JuliaCon 2020 | (Juno 1.0) VSCode for Julia 1.0
  https://www.youtube.com/watch?v=rQ7D1lXt3GM&list=PLP8iPy9hna6Tl2UHTrm4jnIYrLkIcAROR&index=2

• JuliaCon 2020 | Using VS Code for Julia development | David Anthoff
  https://www.youtube.com/watch?v=IdhnP00Y1Ks&list=PLP8iPy9hna6Tl2UHTrm4jnIYrLkIcAROR&index=152

• Visual Studio Code
  https://code.visualstudio.com/

Julia and Data Science / Computational Science

• Doing Scientific Machine Learning (SciML) With Julia
  https://live.juliacon.org/talk/C9FGPP

• SciML / DifferentialEquations.jl
  https://github.com/SciML/DifferentialEquations.jl

• Julia for Data science
  https://ucidatascienceinitiative.github.io/IntroToJulia/

• Tutorial to Learn Data Science with Julia
  https://www.analyticsvidhya.com/blog/2017/10/comprehensive-tutorial-learn-data-science-julia-from-scratch/

• Flux: The Julia Machine Learning Library
  https://fluxml.ai/Flux.jl/stable/

• Introduction to Computational Thinking
  https://computationalthinking.mit.edu/Fall20/

• Julia: A Fresh Approach to Numerical Computing
  https://julialang.org/assets/research/julia-fresh-approach-BEKS.pdf

• Quantitative Economics with Julia
  https://julia.quantecon.org/index_toc.html

• JuliaHPC Meeting
  https://discourse.julialang.org/t/juliahpc-meeting/49093

• JuliaCon 2020 | MPI.jl: Julia meets classic HPC | Simon Byrne
  https://www.youtube.com/watch?v=pV-8YqfOxQE&list=PLP8iPy9hna6Tl2UHTrm4jnIYrLkIcAROR&index=88

• Parallel Computing in Julia
  https://docs.julialang.org/en/v1/manual/parallel-computing/

Julia Examples

• JuliaHub: Package Repository
  https://juliahub.com/ui/Home

• Julia by Example
  https://juliabyexample.helpmanual.io/