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Concept Drift

KON-sept drift

/ˈkɒnsɛpt drɪft/

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Syllable breakdown

conceptdrift

Dictionary meaning

A change in the relationship between input features and the target variable a model is trained to predict, often caused by shifts in the underlying real-world process

Examples

  • Credit fraud patterns changed rapidly during the pandemic, creating severe concept drift.
  • Unlike data drift, concept drift affects the fundamental relationship the model has learned.

Synonyms: label drift, target drift

Pronunciation tips

Distinguish from data drift: concept drift means the ground truth label distribution changes, not just the inputs

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