Content-type: text/html Downes.ca ~ Stephen's Web ~ Data-Centric AI: the Systematic Engineering of Data to Build AI Systems

Stephen Downes

Knowledge, Learning, Community

In my presentation in Lleida last year I talked about the connection between quality data and AI. This column addresses this topic with reference to Data-centric Artificial Intelligence: A Survey, a June, 2023 paper by researchers from Rice University and Texas A&M, albeit after several paragraphs of boring luddite-bashing. But to the main point: "Data-centric AI systems shift the focus from models toward data. Data is viewed not merely as fuel for AI, but as a determining factor in the overall system quality, and a way to help build AI systems that deal with complex real-world problems." AI systems like chatGPT might not be very reliable at the moment, but the expectation is that with the right data, they will become that much more reliable.

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Stephen Downes Stephen Downes, Casselman, Canada
stephen@downes.ca

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Last Updated: Nov 21, 2024 2:12 p.m.

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