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Automating Data Quality Monitoring: Scaling Beyond Rules with Machine Learning (Stanley Jeremy)(Paperback)

Automating Data Quality Monitoring: Scaling Beyond Rules with Machine Learning (Stanley Jeremy)(Paperback)
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Výrobce: O\'Reilly Media

EAN: 9781098145934

Výrobní číslo: 9781098145934

The world's businesses ingest a combined 2.5 quintillion bytes of data every day. But how much of this vast amount of data--used to build products, power AI systems, and drive business decisions--is poor quality or just plain bad? This practical book shows you how to ensure that the data your organization relies on contains only high-quality records. Most data engineers, data analysts, and data scientists genuinely care about data quality, but they often don't have the time, resources, or understanding to create a data quality monitoring solution that succeeds at scale. In this book, Jeremy Stanley and Paige Schwartz from Anomalo explain how you can use automated data quality monitoring to cover all your tables efficiently, proactively alert on every category of issue, and resolve problems immediately. This book will help you: Learn why data quality is a business

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