Traditional techniques for managing data quality break at scale. Machine learning algorithms can automate aspects of the data quality workload, ensuring that the data the business users consume is reliable. This article profiles three tools and approaches that use ML to automate data quality.
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https://www.eckerson.com/articles/three-data-quality-automation-tools-you-should-consider