Practical Julia: A Hands-On Introduction for Scientific Minds
- 8h 5m
- Lee Phillips
- No Starch Press
- 2024
The Julia programming language is acclaimed in scientific circles for its unparalleled ease, interactivity, and speed. Practical Julia is a comprehensive introduction to the language, making it accessible even if you’re new to programming.
Dive in with a thorough guide to Julia’s syntax, data types, and best practices, then transition to craft solutions for challenges in physics, statistics, biology, mathematics, scientific machine learning, and more. Whether you’re solving computational problems, visualizing data, writing simulations, or developing specialized tools, Practical Julia will show you how.
As you work through the book, you’ll:
- Use comprehensions and generators, higher-level functions, array initialization and manipulation, and perform operations on Unicode text
- Create new syntax and generate code with metaprogramming and macros, and control the error system to manipulate program execution
- Visualize everything from mathematical constructs and experimental designs to algorithm flowcharts
- Elevate performance using Julia’s unique type system with multiple dispatch
- Delve into scientific packages tailored for diverse fields like fluid dynamics, agent-based modeling, and image processing
Whether your interest is in scientific research, statistics, mathematics, or just the fun of programming with Julia, Practical Julia will have you writing high-performance code that can do real work in no time.
About the Author
Lee Phillips has a PhD in physics from Dartmouth and a BA in physics, mathematics, and music from Hampshire College. He was a theoretical and computational physicist at the Naval Research Laboratory for 21 years. Lee has presented his research in numerous scientific papers and international conferences, and he’s written many popular articles on science and its history, and on the use of computers in research. He’s involved with science education and outreach, including serving on the Board of Directors of the Friends of Arlington’s Planetarium and maintaining their website.
In this Book
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Introduction
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Getting Started
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Language Basics
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Modules and Packages
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The Plotting System
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Collections
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Functions, Metaprogramming, and Errors
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Diagrams and Animations
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The Type System
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Physics
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Statistics
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Biology
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Mathematics
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Scientific Machine Learning
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Signal and Image Processing
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Parallel Processing
