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What is Data Drift?

AI Infrastructure

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Changes in the statistical properties of input data over time that degrade ML model performance.

Data drift occurs when real-world data diverges from the training data distribution due to seasonal changes, user behavior shifts, or external events. Monitoring for drift and triggering retraining is a core MLOps practice to maintain model accuracy.

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