Monitoring changes in the value range of numeric fields helps to locate and examine anomalies in the model's input.
For example, setting the monitor for a feature named
hour_sinwith the range
-1 <= x <= 1will help us discover issues in model input.
For this monitor, the following comparison methods are available:
Configuration may slightly vary depending on the comparison method you choose.
You may select as many fields as you want (from features/raw inputs) 😊
Note that the monitor will run on each selected field separately.
For the fields you chose in the previous step, the monitor will raise an alert if the value range in the inspection period exceeds your threshold boundaries compared to the baseline's value range.
This step is important to make sure you have the right amount of alerts that fits your needs. You can always readjust it later if needed.