Trustworthy Online Controlled Experiments 2024 pdf epub mobi 电子书

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发表于2024-12-25

Trustworthy Online Controlled Experiments 2024 pdf epub mobi 电子书

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出版者:Cambridge University Press

作者:Ron Kohavi

出品人:

页数:200

译者:

出版时间:2020-5-1

价格:0

装帧:Paperback

isbn号码:9781108724265

丛书系列:

图书标签: A/B测试数据科学 Data 数学和计算机 Experimentation 心理学实验设计 Statistics

Trustworthy Online Controlled Experiments 2024 pdf epub mobi 电子书图书描述

Getting numbers is easy; getting numbers you can trust is hard. This practical guide by experimentation leaders at Google, LinkedIn, and Microsoft will teach you how to accelerate innovation using trustworthy online controlled experiments, or A/B tests. Based on practical experiences at companies that each run more than 20,000 controlled experiments a year, the authors share examples, pitfalls, and advice for students and industry professionals getting started with experiments, plus deeper dives into advanced topics for practitioners who want to improve the way they make data-driven decisions. Learn how to • Use the scientific method to evaluate hypotheses using controlled experiments • Define key metrics and ideally an Overall Evaluation Criterion • Test for trustworthiness of the results and alert experimenters to violated assumptions • Build a scalable platform that lowers the marginal cost of experiments close to zero • Avoid pitfalls like carryover effects and Twyman's law • Understand how statistical issues play out in practice.

Trustworthy Online Controlled Experiments 2024 pdf epub mobi 电子书

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比较可惜，guideline偏多，完整例子较少（或许可直接看引用的论文？）。第2, 7 章还算不错，Part IV 平台建设有些太简单了，给内部平台的截图可能更好（因此甚至不如netflix等的blog）；Part V 讲一些高级的统计分析方法，以后可以读. 简单来说，适合data scientist在做试验的时候翻阅，不适合没有经验的人入门、深入学习

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A/B testing 从入门到精通

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实验评估部分尤其好

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实验评估部分尤其好

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需要写篇总结看看自己学了什么

Trustworthy Online Controlled Experiments 2024 pdf epub mobi 电子书