Book Image

Julia 1.0 Programming Complete Reference Guide

By : Ivo Balbaert, Adrian Salceanu
Book Image

Julia 1.0 Programming Complete Reference Guide

By: Ivo Balbaert, Adrian Salceanu

Overview of this book

Julia offers the high productivity and ease of use of Python and R with the lightning-fast speed of C++. There’s never been a better time to learn this language, thanks to its large-scale adoption across a wide range of domains, including fintech, biotech and artificial intelligence (AI). You will begin by learning how to set up a running Julia platform, before exploring its various built-in types. This Learning Path walks you through two important collection types: arrays and matrices. You’ll be taken through how type conversions and promotions work, and in further chapters you'll study how Julia interacts with operating systems and other languages. You’ll also learn about the use of macros, what makes Julia suitable for numerical and scientific computing, and how to run external programs. Once you have grasped the basics, this Learning Path goes on to how to analyze the Iris dataset using DataFrames. While building a web scraper and a web app, you’ll explore the use of functions, methods, and multiple dispatches. In the final chapters, you'll delve into machine learning, where you'll build a book recommender system. By the end of this Learning Path, you’ll be well versed with Julia and have the skills you need to leverage its high speed and efficiency for your applications. This Learning Path includes content from the following Packt products: • Julia 1.0 Programming - Second Edition by Ivo Balbaert • Julia Programming Projects by Adrian Salceanu
Table of Contents (18 chapters)

Concrete and abstract types

In this hierarchy, some types, such as Number, Integer, and Signed, are abstract, which means that they have no concrete objects or values of their own. Instead, objects or values are of concrete types given by the result of applying typeof(value), such as Int8, Float64, and String. For example, the concrete type of the value 5 is Int64 given by typeof(5) (on a 64-bit machine). However, a value also has the type of all of its supertypes; for example, isa(5, Number) returns true (we introduced the isa function in the Types section of Chapter 2, Variables, Types, and Operations).

Concrete types have no subtypes and might only have abstract types as their supertypes. Schematically, we can differentiate them as follows:

Type

Instantiate

Subtypes

concrete

Y

N

abstract

N

Y

An abstract type (such as Number and Real) is only a name...