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Reasoning & Critique
Overfitting
Overfitting is a statistical or analytical model that fits the specific data it was built on too closely, capturing noise rather than a genuine, generalisable pattern.
In context
You'll usually need this when a model fits its training data suspiciously well but may just be capturing noise.