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Julia 1.0 Programming Cookbook

You're reading from   Julia 1.0 Programming Cookbook Over 100 numerical and distributed computing recipes for your daily data science work?ow

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Product type Paperback
Published in Nov 2018
Publisher Packt
ISBN-13 9781788998369
Length 460 pages
Edition 1st Edition
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Authors (2):
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Przemysław Szufel Przemysław Szufel
Author Profile Icon Przemysław Szufel
Przemysław Szufel
Bogumił Kamiński Bogumił Kamiński
Author Profile Icon Bogumił Kamiński
Bogumił Kamiński
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Table of Contents (12) Chapters Close

Preface 1. Installing and Setting Up Julia 2. Data Structures and Algorithms FREE CHAPTER 3. Data Engineering in Julia 4. Numerical Computing with Julia 5. Variables, Types, and Functions 6. Metaprogramming and Advanced Typing 7. Handling Analytical Data 8. Julia Workflow 9. Data Science 10. Distributed Computing 11. Other Books You May Enjoy

Introduction

In this chapter, we present various advanced programming topics in Julia.

We start by introducing metaprogramming for manipulating the Abstract Syntax Tree (AST) of parsed Julia code, and we use this approach for writing macros. We show how to specify user-defined types—complex and primitive. Finally, we focus on important language features that affect code execution speed. We present static arrays—a mechanism built on the base of generating functions that can greatly increase the speed of array operations. We discuss how performance is affected by the use of mutable and immutable data types and data type stability.

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