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Model monitoring

Grafana is an open-source tool for online system analytics & monitoring.

Use it when

  • You want to create interactive dashboards, graphs, and alerts to improve your system monitoring.
  • You want integration with several popular data sources such as Prometheus, Postgres, MySQL, etc.

Watch out

  • Grafana is a general-purpose tool for creating dashboards and alerts and should be used next to tools that calculate and log information about your models and data.

Example stacks

Airflow + MLflow stack


sudo apt-get install -y adduser libfontconfig1
sudo dpkg -i grafana_8.5.5_amd64.deb