Monitoring component consists of
- Postgresql Database to store the prediction log
- Adminer tools to interact with the database
- Monitoring service
- Evidently dashboard to check the data drift visually
All services from above will be run from docker compose.
The report about data drift and target drift can be checked from evidently dashboard.
The monitoring pipeline can be deployed as a workflow by using prefect. With prefect, the workflow can be scheduled and triggered via API.
