Programming Tutorials

Excellent Free Tutorials to Learn Julia

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.

Read the tutorial

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.

Read the tutorial

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.

Watch the tutorials

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.

Read the workshop

All tutorials in this series:

Free Programming Tutorials
JavaGeneral-purpose, concurrent, class-based, object-oriented, high-level language
CGeneral-purpose, procedural, portable, high-level language
PythonGeneral-purpose, structured, powerful language
C++General-purpose, portable, free-form, multi-paradigm language
C#Combines the power and flexibility of C++ with the simplicity of Visual Basic
JavaScriptInterpreted, prototype-based, scripting language
PHPPHP has been at the helm of the web for many years
RubyGeneral purpose, scripting, structured, flexible, fully object-oriented language
AssemblyAs close to writing machine code without writing in pure hexadecimal
SwiftPowerful and intuitive general-purpose programming language
GroovyPowerful, optionally typed and dynamic language
GoCompiled, statically typed programming language
PascalImperative and procedural language designed in the late 1960s
PerlHigh-level, general-purpose, interpreted, scripting, dynamic language
RDe facto standard among statisticians and data analysts
COBOLCommon Business-Oriented Language
ScalaModern, object-functional, multi-paradigm, Java-based language
FortranThe first high-level language, using the first compiler
ScratchVisual programming language designed for 8-16 year-old children
LuaDesigned as an embeddable scripting language
LogoDialect of Lisp that features interactivity, modularity, extensibility
RustIdeal for systems, embedded, and other performance critical code
LispUnique features - excellent to study programming constructs
AdaALGOL-like programming language, extended from Pascal and others
HaskellStandardized, general-purpose, polymorphically, statically typed language
SchemeGeneral-purpose, functional, language descended from Lisp and Algol
PrologGeneral purpose, declarative, logic programming language
ForthImperative stack-based programming language
ClojureDialect of the Lisp programming language
JuliaHigh-level, high-performance language for technical computing
SQLAccess and manipulate data held in a relational database management system
ErlangGeneral-purpose, concurrent, declarative, functional language
VimLPowerful scripting language of the Vim editor
OCamlGeneral-purpose, powerful, high-level language
AwkVersatile language designed for pattern scanning and processing
RacketPlatform for programming language design and implementation
BASICFamily of general-purpose, high-level programming languages
CoffeeScriptA very succinct programming language that transcompiles into JavaScript
LaTeXProfessional document preparation system and document markup language
ElixirRelatively new functional language that runs on the Erlang virtual machine
DartClient-optimized programming language for fast apps
ABAPAdvanced Business Application Programming
F#General purpose, strongly typed, multi-paradigm language. Part of ML
ChapelParallel-programming language in development at Cray Inc.
DylanMulti-paradigm language, supports functional & object-oriented programming
DGeneral-purpose systems programming language with a C-like syntax
SolidityObject-oriented, high-level language for implementing smart contracts
XMLSet of rules for defining semantic tags that describe the structure and meaning
ValaObject-oriented language with a self-hosting compiler that generates C code
ECMAScriptBest known as the language embedded in web browsers
KotlinStatically typed, general-purpose programming language with type inference
TypeScriptStrict syntactical superset of JavaScript, adding optional static typing
MarkdownPlain text formatting syntax designed to be easy-to-read and easy-to-write
PikeInterpreted, general-purpose, high-level, cross-platform, dynamic language
HTMLHyperText Markup Language
FactorDynamic stack-based language
Objective-CGeneral purpose language which is a superset of C
Standard MLOne of the two main dialects of the ML language
AliceEducational language with an integrated development environment
AgdaDependently typed functional language based on intuitionistic type theory
IconHigh-level, general-purpose language
PureScriptSmall strongly, statically typed language with expressive types
TclDynamic language based on concepts of Lisp, C, and Unix shells
EiffelObject-oriented language
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