MLOps

How to Detect Data Drift with Hypothesis Testing

Hint: forget about the p-values

Data drift is a concern to anyone with a machine learning model serving live predictions. The world changes, and as the consumers’ tastes or demographics shift, the model starts receiving feature values different from what it has seen in training, which may result in unexpected outputs…