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商品描述
Program for data analysis using R and learn practical skills to make your work more efficient. This book covers how to automate running code and the creation of reports to share your results, as well as writing functions and packages. Advanced R is not designed to teach advanced R programming nor to teach the theory behind statistical procedures. Rather, it is designed to be a practical guide moving beyond merely using R to programming in R to automate tasks.
This book will show you how to manipulate data in modern R structures and includes connecting R to data bases such as SQLite, PostgeSQL, and MongoDB. The book closes with a hands-on section to get R running in the cloud. Each chapter also includes a detailed bibliography with references to research articles and other resources that cover relevant conceptual and theoretical topics.
- Write and document R functions
- Make an R package and share it via GitHub or privately
- Add tests to R code to insure it works as intended
- Build packages automatically with GitHub
- Use R to talk directly to databases and do complex data management
- Run R in the Amazon cloud
- Generate presentation-ready tables and reports using R
商品描述(中文翻譯)
程式設計用於數據分析,使用 R 語言並學習實用技能以提高工作效率。本書涵蓋如何自動化執行程式碼和創建報告以分享結果,以及編寫函數和套件。《Advanced R》並不是為了教授高級 R 程式設計或統計程序背後的理論,而是旨在成為一本實用指南,超越僅僅使用 R,轉向在 R 中編程以自動化任務。
本書將向您展示如何在現代 R 結構中操作數據,並包括如何將 R 連接到數據庫,如 SQLite、PostgreSQL 和 MongoDB。本書最後有一個實作部分,幫助您在雲端運行 R。每一章還包括詳細的參考書目,引用相關的研究文章和其他資源,涵蓋相關的概念和理論主題。
您將學到的內容:
- 編寫和記錄 R 函數
- 創建 R 套件並通過 GitHub 或私下分享
- 為 R 程式碼添加測試以確保其按預期運行
- 使用 GitHub 自動構建套件
- 使用 R 直接與數據庫交互並進行複雜的數據管理
- 在 Amazon 雲端運行 R
- 使用 R 生成適合演示的表格和報告
本書適合對象:
熟悉 R 和基本統計技術(如線性回歸)的工作專業人士、研究人員或學生,並希望學習如何將他們的 R 編碼和程式設計提升到更高的水平。