Predictive_​Maintenance_​Model_​Deployment

<p>Predictive Maintenance</p><p>Anomaly Detection. Time Series AR Deployment<br><br>This workflow deploys a previously trained auto-regressive model for anomaly detection:<br>- Select the date for deployment. Two months of its past values must be available.<br>- Loop over each frequency column<br>- Apply the previously trained auto-regressive model to the data<br>- Calculate 1st level alarms based on the prediction errors<br>- Calculate 2nd level alarms as the moving average of the 1st level alarms<br>- Trigger an action if a 2nd level alarm is active</p>