Tidy Drift Detection for Monitored Machine Learning Models


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Documentation for package ‘deriva’ version 0.1.0

Help Pages

add_prediction_error Build a drift signal from model predictions
advance Advance a fitted drift detector over a new batch
advance.drift_detector_fit Advance a fitted drift detector over a new batch
augment.drift_detector_fit Annotated observations from a fitted drift detector
autoplot.drift_detector_fit Plot the monitored signal with drift markings
detect_drift Detect drift in a signal column (one-shot shortcut)
drift_detector Specify a drift detector
fit.drift_detector Fit a drift detector on a baseline period
glance.drift_detector_fit One-row summary of a fitted detector
sim_dist_stream Simulate a continuous stream with a known distribution-shift point
sim_drift_stream Simulate a binary error stream with a known drift point
tidy.drift_detector_fit Drift points of a fitted detector