What is ADWIN drift detection in ML monitoring?

Updated May 17, 2026

Short answer

ADWIN detects changes in data streams using adaptive windows.

Deep explanation

ADWIN (Adaptive Windowing) automatically adjusts window size to detect statistically significant changes in data distribution. It compares means of subwindows and triggers drift alerts when difference exceeds a threshold.

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