Model Monitoring
Data Drift
- Also called feature drift
- The population on which the model inference is performed shifts
Examples:-
- Increase exposure to one particular marketing channel which you haven’t had enough exposure to before
- Moving to new markets etc.
Concept Drift
- The functional relationship between model inputs and outputs change.
Example:-
- Change in housing prices with change in economic situation
Data and Concept Drift in ML Systems
