Use events that happen inside Qwak (such as a degradation in model performance) to trigger actions (like re-building and deploying a new version of the model).
Qwak Automations allows configuring triggers based on all the different model “layers,” infrastructure, data, and statistics. They also allow you to run actions — whether they’re Qwak internal like triggering a Qwak Build (retrain and log version) & deployment, or external (like calling external APIs and integrating with third-party applications). Using Qwak Automation allows you to make sure your models are always under watch and can also heal themselves and revert to below the threshold you’ve defined. Qwak Automation is crucial when models are part of the production environment.
The Main Pillars
Trigger on any metric/data point in the Qwak System.
Integrate with third-party solutions and monitoring solutions.
Run Qwak operations directly from the automation system.
Automation Use Cases
Schedule periodic actions
Schedule a pipeline, for example, to retrain a model, once a day/week/month/etc.