Model Monitoring Patterns

Expert patterns for data drift detection, concept drift, performance estimation without labels, and alert engineering.

Pattern 1: PSI Feature Drift Monitor

Population Stability Index for continuous and categorical features.

import numpy as np
import pandas as pd
from scipy.stats import ks_2samp, wasserstein_distance