Sinossi
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 imperative
- Understand and assess unsupervised learning models for detecting data issues
- Implement notifications that reduce alert fatigue and let you triage and resolve issues quickly
- Integrate automated data quality monitoring with data catalogs, orchestration layers, and BI and ML systems
- Understand the limits of automated data quality monitoring and how to overcome them
- Learn how to deploy and manage your monitoring solution at scale
- Maintain automated data quality monitoring for the long term
Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.
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Automating Data Quality Monitoring: Scaling Beyond Rules with Machine Learning
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Automating Data Quality Monitoring at Scale: Going Deeper than Data Observability [Paperback] Stanley, Jeremy and Schwartz, Paige
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Automating Data Quality Monitoring: Scaling Beyond Rules with Machine Learning (Paperback or Softback)
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Automating Data Quality Monitoring at Scale
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Paperback. Condizione: New. 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 imperativeUnderstand and assess unsupervised learning models for detecting data issuesImplement notifications that reduce alert fatigue and let you triage and resolve issues quicklyIntegrate automated data quality monitoring with data catalogs, orchestration layers, and BI and ML systemsUnderstand the limits of automated data quality monitoring and how to overcome themLearn how to deploy and manage your monitoring solution at scaleMaintain automated data quality monitoring for the long term. Codice articolo LU-9781098145934
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Paperback. Condizione: New. 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 imperativeUnderstand and assess unsupervised learning models for detecting data issuesImplement notifications that reduce alert fatigue and let you triage and resolve issues quicklyIntegrate automated data quality monitoring with data catalogs, orchestration layers, and BI and ML systemsUnderstand the limits of automated data quality monitoring and how to overcome themLearn how to deploy and manage your monitoring solution at scaleMaintain automated data quality monitoring for the long term. Codice articolo LU-9781098145934
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Automating Data Quality Monitoring at Scale (Paperback)
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ISBN 10: 1098145933
ISBN 13: 9781098145934
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Paperback. Condizione: new. Paperback. 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 imperativeUnderstand and assess unsupervised learning models for detecting data issuesImplement notifications that reduce alert fatigue and let you triage and resolve issues quicklyIntegrate automated data quality monitoring with data catalogs, orchestration layers, and BI and ML systemsUnderstand the limits of automated data quality monitoring and how to overcome themLearn how to deploy and manage your monitoring solution at scaleMaintain automated data quality monitoring for the long term 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. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Codice articolo 9781098145934
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