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The Inference Difference: Why Clunky Data Engineering Unhinges AI

Adrian Bridgwater for Forbes

Coding programmer, software engineer working on laptop with circuit board and javascript on virtual screen, internet of things IoT getty AI has a shiny front end. Follow Author Aug 01, 2025, 04:32am EDT Aug 01, 2025, 04:37am EDT Share Save Comment Digital technology, software development concept.

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Why Unstructured Data Is Sorting Itself Out

Flipboard

Microsoft Azure Cosmos DB is a globally distributed, multi-model database with enough intelligence to be able to manage structured, semi-structured and unstructured data.

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Retail Sales Data: A Pivotal Element in Advanced AI Modeling

Defined.ai blog

With the advance of smart devices and the Internet of Things, the depth and breadth of this data have only expanded. Microsoft Azure Machine Learning : A comprehensive suite by Microsoft, it allows businesses to build, train, and deploy AI models using retail sales data.

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What Can AI Teach Us About Data Centers? Part 1: Overview and Technical Considerations

ODSC - Open Data Science

Cloud data centers: These are data centers owned and operated by cloud providers, such as Amazon Web Services, Microsoft Azure, or Google Cloud Platform, and provide a range of services on a pay-as-you-go basis. Users who want to dig much deeper with other sources of text can find several books about data centers on Amazon.com or elsewhere.