> For the complete documentation index, see [llms.txt](https://docs.bcbi.brown.edu/codiac-for-health/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.bcbi.brown.edu/codiac-for-health/computing/julia.md).

# Julia

Julia is an open source dynamic programming language for high-level, high-performance numerical computing \[[1](#references)]. Julia provides ease and expressiveness (similar to R, MATLAB, and Python), but also supports general programming \[[2](#references)].&#x20;

Development of Julia began in 2009, and the first version was released in February 2012. The current version of Julia is 1.11 (as of November 2024).

## References

1. [Julia Website](https://julialang.org/)
2. [Julia Documentation](https://docs.julialang.org/en/v1/)

## Resources

* [Julia Performance Metrics](https://julialang.org/benchmarks/)
* [ThinkJulia: How to Think Like a Computer Scientist](https://benlauwens.github.io/ThinkJulia.jl/latest/book.html)
* [Julia Data Science](https://juliadatascience.io/preface)
* Learn X in Y Minutes: [X=Julia](https://learnxinyminutes.com/docs/julia/)
* [Julia Cheat Sheet](https://juliadocs.github.io/Julia-Cheat-Sheet/)
* [Introducing Julia Wikibook](https://en.wikibooks.org/wiki/Introducing_Julia)
* [JuliaHealth](https://juliahealth.org/)


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter:

```
GET https://docs.bcbi.brown.edu/codiac-for-health/computing/julia.md?ask=<question>&goal=<endgoal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
