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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
Languages
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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 FREE CHAPTER 2. Data Structures and Algorithms 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

Julia is shipped with a vast array of utility functions built into the core language and its standard libraries. Also, because of its speed, it is very well suited for the implementation of custom algorithms (as opposed to many other high-level languages, where users compose the analysis solely by using predefined algorithms from installed packages).

In this chapter, we show practical examples of how such custom algorithms can be implemented, while also taking advantage of the inbuilt functionality. The range of recipes shows that you can often implement your own low-level algorithm that is much faster than using standard functions (the recipe for finding the index of a random minimum element in an array) and that you can easily modify how standard operations work by overriding them with custom behavior (the matrix multiplication optimization recipe). Finally, we...

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