Causal Inference for Data Science
暫譯: 數據科學的因果推斷

Ruiz de Villa, Alex

Causal Inference for Data Science
  • 出版商: Manning
  • 出版日期: 2025-01-21
  • 售價: $2,320
  • 貴賓價: 9.5 折 $2,204
  • 語言: 英文
  • 頁數: 392
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1633439658
  • ISBN-13: 9781633439658
  • 相關分類: Data Science

    • 海外代購書籍(需單獨結帳)

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商品描述

When you know the cause of an event, you can affect its outcome. This accessible introduction to causal inference shows you how to determine causality and estimate effects using statistics and machine learning.

Causal Inference for Data Science introduces data-centric techniques and methodologies you can use to estimate causal effects. The book dives into the relationship between causal inference and machine learning and the limitations of both.

The practical techniques presented in this unique book are accessible to anyone with intermediate data science skills and require no advanced statistics! The numerous insightful examples show you how to put causal inference into practice in the real world. You'll assess the performance of advertising platforms, choose the health treatments with the most positive impact, and learn how to approach the delicate art of product pricing from a causal inference perspective.

Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.

商品描述(中文翻譯)

當你知道事件的原因時，你就能影響其結果。本書提供了一個易於理解的因果推斷入門，教你如何使用統計和機器學習來確定因果關係和估計效果。

因果推斷與數據科學 介紹了以數據為中心的技術和方法論，這些技術和方法可以用來估計因果效果。本書深入探討了因果推斷與機器學習之間的關係以及兩者的限制。

本書中提出的實用技術對於具備中級數據科學技能的任何人都能輕鬆掌握，且不需要高級統計知識！眾多富有洞察力的範例展示了如何在現實世界中實踐因果推斷。你將評估廣告平台的表現，選擇對健康治療有最正面影響的方案，並學習如何從因果推斷的角度來處理產品定價的微妙藝術。

購買印刷版書籍可獲得Manning Publications提供的免費PDF、Kindle和ePub格式電子書。

作者簡介

Aleix Ruiz de Villa is a freelance data science consultant with a PhD in mathematical analysis from the Universitat Autonoma de Barcelona. Aleix has worked in the journalism, retail, transportation and software development industries. He is the founder of the Barcelona Data Science & Machine Learning Meetup.

作者簡介(中文翻譯)

Aleix Ruiz de Villa 是一位自由職業的數據科學顧問，擁有巴薩隆納自治大學的數學分析博士學位。Aleix 曾在新聞、零售、運輸和軟體開發行業工作。他是巴薩隆納數據科學與機器學習聚會的創辦人。

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