someone tried to convince me that held out data wasn't useful 
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They did at least follow it up with "but I've got no experience building a real model so I might be wrong"... Might be...
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Related problem: only testing ML models via downstream impact on live data via AB tests. Has anyone written about the pitfalls of this?
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