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Underspecification: The Dangerously Underdiscussed Problem Facing Machine Learning

good model loss ≠ good learning

All machine learning models originate in the computer lab. They’re initialized, trained, tested, redesigned, trained again, fine-tuned, tested yet again before they are deployed.