Streaming

The frouros.detectors.data_drift.streaming module contains streaming data drift detection algorithms.

Data drift streaming detection methods init.

Distance Based

Data drift streaming distance based detection methods’ init.

MMD(window_size, kernel, chunk_size, callbacks)

MMD (Maximum Mean Discrepancy) [gretton2012kernel] detector.

Statistical Test

Data drift streaming statistical test detection methods’ init.

IncrementalKSTest(window_size[, callbacks])

IncrementalKSTest (Incremental Kolmogorov-Smirnov test) [dos2016fast] detector.