nannyml.drift package¶
Subpackages¶
Submodules¶
Module contents¶
NannyML drift calculation module.
This module currently contains the following implementations of drift calculation:
Statistical drift calculation: Calculating drift using Kolmogorov-Smirnov test for continuous features and Chi-squared test for categorical features.
Reconstruction error drift calculation: Detect drift by performing dimensionality reduction on the model inputs and then applying the inverse transofrmation on the latent (reduced) space.