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Mastering Julia

You're reading from   Mastering Julia Enhance your analytical and programming skills for data modeling and processing with Julia

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Product type Paperback
Published in Jan 2024
Publisher Packt
ISBN-13 9781805129790
Length 506 pages
Edition 2nd Edition
Languages
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Author (1):
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Malcolm Sherrington Malcolm Sherrington
Author Profile Icon Malcolm Sherrington
Malcolm Sherrington
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Table of Contents (14) Chapters Close

Preface 1. Chapter 1: The Julia Environment 2. Chapter 2: Developing in Julia FREE CHAPTER 3. Chapter 3: The Julia Type System 4. Chapter 4: The Three Ms 5. Chapter 5: Interoperability 6. Chapter 6: Working with Data 7. Chapter 7: Scientific Programming 8. Chapter 8: Visualization 9. Chapter 9: Database Access 10. Chapter 10: Networks and Multitasking 11. Chapter 11: Julia’s Back Pages 12. Index 13. Other Books You May Enjoy

Summary

In this chapter, we have discussed three aspects of Julia that serve to make it stand out from other scripting languages.

First, we looked at the idea of multiple dispatch. This is a relatively new paradigm within object-oriented programming, very different from the more common polymorphic/inherence one, which uses a single dispatch method. The advantage we saw was that it permitted Julia to compile specific, compact, well-optimized code, and in addition, when coupled with delegation, meant that there was no need to implement routines for (say) array operations, broadcasting, and so on.

Secondly, we discussed homoiconic representations of the Julia code, in terms of symbols and expressions and how these can be instanced and then evaluated as part of the running process. This leads to a system for creating macros that can inject code into the program, which stands in place of (often) considerable boilerplates.

Finally, we saw how Julia “knits” all these...

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