Practical Julia: A Hands-On Introduction for Scientific Minds
暫譯: 實用Julia:科學思維的實作入門

Phillips, Lee

  • 出版商: No Starch Press
  • 出版日期: 2023-10-31
  • 售價: $2,170
  • 貴賓價: 9.5$2,062
  • 語言: 英文
  • 頁數: 528
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1718502761
  • ISBN-13: 9781718502765
  • 相關分類: 程式語言
  • 立即出貨 (庫存 < 3)

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商品描述

Learn to use Julia as a tool for research, and solve problems of genuine interest--like modeling the course of a pandemic--in this practical, hands-on introduction to the language.

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.

Online Resources: Ready-to-run code samples, illustrations, and supplemental animations available at https: //julia.lee-phillips.org.

商品描述(中文翻譯)

學習如何使用 Julia 作為研究工具,並解決真正感興趣的問題——例如模擬疫情的發展——在這本實用的、動手操作的語言入門書中。

Julia 程式語言在科學界因其無與倫比的易用性、互動性和速度而受到讚譽。實用 Julia 是一本全面介紹該語言的書籍,即使你是程式設計新手也能輕鬆上手。

深入了解 Julia 的語法、資料類型和最佳實踐,然後轉向為物理學、統計學、生物學、數學、科學機器學習等領域的挑戰設計解決方案。無論你是在解決計算問題、視覺化數據、撰寫模擬,還是開發專用工具,實用 Julia 都會告訴你如何做到。

在閱讀本書的過程中,你將會:

- 使用理解式和生成器、高階函數、陣列初始化和操作,並對 Unicode 文本執行操作
- 創建新的語法並使用元程式設計和巨集生成代碼,控制錯誤系統以操控程式執行
- 將數學構造、實驗設計和演算法流程圖等進行視覺化
- 利用 Julia 獨特的類型系統和多重調度提升性能
- 深入探索針對流體動力學、基於代理的建模和影像處理等多樣領域的科學套件

無論你對科學研究、統計學、數學感興趣,還是單純享受使用 Julia 程式設計的樂趣,實用 Julia 都會讓你在短時間內編寫出能夠實際運作的高效能代碼。

線上資源:可執行的代碼範例、插圖和補充動畫可在 https://julia.lee-phillips.org 獲得。

作者簡介

Lee Phillips was a theoretical and computational physicist at the Naval Research Laboratory for 21 years. He has presented his research in numerous scientific papers and international conferences. He has also 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.

作者簡介(中文翻譯)

李·菲利普斯(Lee Phillips)在海軍研究實驗室擔任理論與計算物理學家達21年。他在多篇科學論文和國際會議上發表了他的研究成果。他還撰寫了許多關於科學及其歷史的流行文章,以及計算機在研究中的應用。他參與科學教育和推廣工作,包括擔任阿靈頓天文館(Friends of Arlington's Planetarium)董事會成員並維護其網站。