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Shreya Shankar: Machine Learning in the Real World

The Gradient: Perspectives on AI

CHAPTER

Quantitative Statistics for Data Cleaning

This chapter discusses the use of quantitative statistics for data cleaning purposes in the database community. It covers how monitoring frequent values and considering feature correlation can help detect changes in distribution. The chapter also briefly mentions the importance of actionable metrics in assessing product performance.

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