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Teaching Statistics at Google Scale

, , and . (2015)cite arxiv:1508.01278Comment: To appear in The American Statistician.

Abstract

Modern data and applications pose very different challenges from those of the 1950s or even the 1980s. Students contemplating a career in statistics or data science need to have the tools to tackle problems involving massive, heavy-tailed data, often interacting with live, complex systems. However, despite the deepening connections between engineering and modern data science, we argue that training in classical statistical concepts plays a central role in preparing students to solve Google-scale problems. To this end, we present three industrial applications where significant modern data challenges were overcome by statistical thinking.

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[1508.01278] Teaching Statistics at Google Scale

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