Guerrilla Analytics: A Practical Approach to Working with Data (Paperback)
暫譯: 游擊分析:實用數據處理方法 (平裝本)

Enda Ridge

  • 出版商: Morgan Kaufmann
  • 出版日期: 2014-09-23
  • 售價: $1,670
  • 貴賓價: 9.5$1,587
  • 語言: 英文
  • 頁數: 276
  • 裝訂: Paperback
  • ISBN: 0128002182
  • ISBN-13: 9780128002186
  • 相關分類: Data-mining
  • 立即出貨 (庫存=1)

商品描述

Doing data science is difficult. Projects are typically very dynamic with requirements that change as data understanding grows. The data itself arrives piecemeal, is added to, replaced, contains undiscovered flaws and comes from a variety of sources. Teams also have mixed skill sets and tooling is often limited. Despite these disruptions, a data science team must get off the ground fast and begin demonstrating value with traceable, tested work products. This is when you need Guerrilla Analytics.

In this book, you will learn about:

 

  • The Guerrilla Analytics Principles: simple rules of thumb for maintaining data provenance across the entire analytics life cycle from data extraction, through analysis to reporting. 
  • Reproducible, traceable analytics: how to design and implement work products that are reproducible, testable and stand up to external scrutiny.
  • Practice tips and war stories: 90 practice tips and 16 war stories based on real-world project challenges encountered in consulting, pre-sales and research.
  • Preparing for battle: how to set up your team's analytics environment in terms of tooling, skill sets, workflows and conventions.
  • Data gymnastics: over a dozen analytics patterns that your team will encounter again and again in projects.

商品描述(中文翻譯)

進行資料科學是困難的。專案通常非常動態,隨著對資料理解的增長,需求會不斷變化。資料本身是零散到達的,會被添加、替換,包含未發現的缺陷,並來自各種來源。團隊的技能組合也各不相同,工具的使用往往有限。儘管面臨這些干擾,資料科學團隊必須迅速啟動,並開始展示可追溯、經過測試的工作產品所帶來的價值。這時候,你需要 Guerrilla Analytics。

在這本書中,你將學到:

- **Guerrilla Analytics 原則:** 在整個分析生命週期中,從資料提取到分析再到報告,維護資料來源的簡單經驗法則。
- **可重現、可追溯的分析:** 如何設計和實施可重現、可測試並能經受外部審查的工作產品。
- **實踐技巧和戰爭故事:** 90 條實踐技巧和 16 個基於在諮詢、售前和研究中遇到的真實專案挑戰的戰爭故事。
- **準備戰鬥:** 如何在工具、技能組合、工作流程和慣例方面設置團隊的分析環境。
- **資料體操:** 團隊在專案中將一再遇到的十多種分析模式。

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