The need for an independent semantic layer continues to rise as data science gains traction in the enterprise. Its five primary elements—metrics, caching, metadata management, APIs, and access controls—support AI/ML use cases as part of data science projects.

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https://www.eckerson.com/articles/why-and-how-to-enable-data-science-with-an-independent-semantic-layer