Last Updated on March 21, 2024
Julia is a high-level, high-performance dynamic programming language for technical computing by Alan Edelman, Stefan Karpinski, Jeff Bezanson, and Viral Shah. Julia aims to create an unprecedented combination of ease-of-use, power, and efficiency in a single language.
It’s a homoiconic functional language focused on technical computing. While having the full power of homoiconic macros, first-class functions, and low-level control, Julia is as easy to learn and use as Python.
Although Julia is a new language, first appearing in 2012, its roots are in Lisp, so it comes with mature features like macros and support for other metaprogramming techniques like code generation. Julia’s expressive grammar lets you write easy-to-read and easier-to-debug code, and its speed gets you through more work in less time. It’s a great choice whether you’re designing a machine learning system, crunching statistical data, or writing system utilities.
Distinctive aspects of Julia’s design include a type system with parametric polymorphism and types in a fully dynamic programming language and multiple dispatch as its core programming paradigm. It allows concurrent, parallel and distributed computing, and direct calling of C and Fortran libraries without glue code.
Here’s our recommended tutorials to learn Julia. If you’re looking for free Julia programming books, check here.
1. Julia language: a concise tutorial by Antonello Lobianco
The purposes of this tutorial are (a) to store things the author learn himself about Julia and (b) to help those who want to start coding in Julia before reading the 982 pages of the (outstanding) official documentation.
2. Learn Julia in Y minutes by Leah Hanson
While having the full power of homoiconic macros, first-class functions, and low-level control, Julia is as easy to learn and use as Python.
3. Julia Tutorials by The Julia Language
We don’t normally include YouTube videos in our Tutorials section, but this collection of videos is particularly noteworthy. The tutorials cover an introduction to Julia itself, and various Julia packages.
4. A Deep Introduction to Julia for Data Science and Scientific Computing by Chris Rackauckas
This workshop is made to teach people who are experienced with other scripting languages the relatively new language Julia. Unlike the other Data Science Initiative workshops, this workshop assumes prior knowledge of some form of programming in a language such as Python, R, or MATLAB.
All tutorials in this series:
| Free Programming Tutorials | |
|---|---|
| ABAP | Advanced Business Application Programming |
| Ada | ALGOL-like programming language, extended from Pascal and others |
| Agda | Dependently typed functional language based on intuitionistic type theory |
| Alice | Educational language with an integrated development environment |
| Arduino | Inexpensive, flexible, open source microcontroller platform |
| Assembly | As close to writing machine code without writing in pure hexadecimal |
| Awk | Versatile language designed for pattern scanning and processing |
| Bash | ‘Bourne-Again-SHell’ is both a shell and programming language |
| BASIC | Family of general-purpose, high-level programming languages |
| C | General-purpose, procedural, portable, high-level language |
| C++ | General-purpose, portable, free-form, multi-paradigm language |
| C# | Combines the power and flexibility of C++ with the simplicity of Visual Basic |
| Chapel | Parallel-programming language in development at Cray Inc. |
| Clojure | Dialect of the Lisp programming language |
| ClojureScript | Compiler for Clojure that targets JavaScript |
| COBOL | Common Business-Oriented Language |
| CoffeeScript | A very succinct programming language that transcompiles into JavaScript |
| Coq | Dependently typed language similar to Agda, Idris, F*, Lean, and others |
| Crystal | General-purpose, concurrent, multi-paradigm, object-oriented language |
| CSS | CSS (Cascading Style Sheets) specifies a web page’s appearance |
| D | General-purpose systems programming language with a C-like syntax |
| Dart | Client-optimized programming language for fast apps |
| Dylan | Multi-paradigm language, supports functional & object-oriented programming |
| ECMAScript | Best known as the language embedded in web browsers |
| Eiffel | Object-oriented language |
| Elixir | Relatively new functional language that runs on the Erlang virtual machine |
| Elm | Functional language that compiles to JavaScript |
| Emacs Lisp | A dialect of the Lisp programming language. |
| Erlang | General-purpose, concurrent, declarative, functional language |
| F# | General purpose, strongly typed, multi-paradigm language. Part of ML |
| Factor | Dynamic stack-based language |
| Forth | Imperative stack-based programming language |
| Fortran | The first high-level language, using the first compiler |
| GDScript | Godot’s built-in language for scripting and interacting with nodes |
| Go | Compiled, statically typed programming language |
| Groovy | Powerful, optionally typed and dynamic language |
| Hack | For the HipHop Virtual Machine (HHVM), created as a dialect of PHP |
| Haml | HTML Abstraction Markup Language |
| Haskell | Standardized, general-purpose, polymorphically, statically typed language |
| HTML | HyperText Markup Language |
| Icon | High-level, general-purpose language |
| Imba | Full-stack language that compiles to performant JavaScript |
| J | Array programming language based primarily on APL |
| Java | General-purpose, concurrent, class-based, object-oriented, high-level language |
| JavaScript | Interpreted, prototype-based, scripting language |
| Julia | High-level, high-performance language for technical computing |
| Kotlin | Statically typed, general-purpose programming language with type inference |
| LabVIEW | Designed to enable domain experts to build power systems quickly |
| LaTeX | Professional document preparation system and document markup language |
| Less | Backwards-compatible language extension for Cascading Style Sheets |
| Limbo | Designed for applications running distributed systems on small computers |
| Lisp | Unique features - excellent to study programming constructs |
| Logo | Dialect of Lisp that features interactivity, modularity, extensibility |
| Lua | Designed as an embeddable scripting language |
| Markdown | Plain text formatting syntax designed to be easy-to-read and easy-to-write |
| MoonScript | Dynamic scripting programmer friendly language that compiles into Lua |
| Nim | Statically typed compiled systems language with syntax resembling Python |
| Objective-C | General purpose language which is a superset of C |
| OCaml | General-purpose, powerful, high-level language |
| Octave | High-level language, primarily intended for numerical computations |
| OpenCL | Open Computing Language |
| Pascal | Imperative and procedural language designed in the late 1960s |
| Perl | High-level, general-purpose, interpreted, scripting, dynamic language |
| Pike | Interpreted, general-purpose, high-level, cross-platform, dynamic language |
| PHP | PHP has been at the helm of the web for many years |
| Pony | Pony is an actor-model, capabilities-secure, high-performance language |
| PostScript | Page description language in electronic and desktop publishing |
| Prolog | General purpose, declarative, logic programming language |
| PureScript | Small strongly, statically typed language with expressive types |
| Python | General-purpose, structured, powerful language |
| QML | Hierarchical declarative language for user interface layout with a syntax to JSON |
| R | De facto standard among statisticians and data analysts |
| Racket | Platform for programming language design and implementation |
| Raku | Member of the Perl family of programming languages |
| Roff | Extensible text formatting language and a set of programs for printing |
| Ruby | General purpose, scripting, structured, flexible, fully object-oriented language |
| Rust | Ideal for systems, embedded, and other performance critical code |
| Scala | Modern, object-functional, multi-paradigm, Java-based language |
| Scheme | General-purpose, functional, language descended from Lisp and Algol |
| Scratch | Visual programming language designed for 8-16 year-old children |
| Solidity | Object-oriented, high-level language for implementing smart contracts |
| SQL | Access and manipulate data held in a relational database management system |
| Standard ML | One of the two main dialects of the ML language |
| Swift | Powerful and intuitive general-purpose programming language |
| Tcl | Dynamic language based on concepts of Lisp, C, and Unix shells |
| TypeScript | Strict syntactical superset of JavaScript, adding optional static typing |
| V | Statically typed compiled language to build maintainable software |
| Vala | Object-oriented language with a self-hosting compiler that generates C code |
| VHDL | Very High Speed Integrated Circuit Hardware Description Language |
| VimL | Powerful scripting language of the Vim editor |
| XML | Set of rules for defining semantic tags that describe the structure and meaning |
| Zig | General-purpose programming language and toolchain |