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Engineering, manufacturing, and architectural design data, by contrast, are fragmented, fiercely proprietary, and rarely centralized, even within a single department of an organization. For machine learning to deliver value in these domains, significant groundwork must be laid: cleaning, labeling, and structuring datasets that were never intended for algorithmic use. This includes everything from simulation outputs and CAD files to process metadata and real-world performance feedback. Check out
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