New Values
Why Monitor New Values?
Monitoring new values of categorical fields helps to locate and examine changes in the model's input.
For example, setting the monitor for a feature named state will help us discover a new region for which the model is asked to predict results.
Comparison methods
For this monitor, the following comparison methods are available:
Customizing your monitor
Configuration may slightly vary depending on the comparison method you choose.
STEP 1: choose the fields you would like to monitor
You may select as many fields as you want (from features/raw inputs) 😊
Note that the monitor will run on each selected field separately.
STEP 2: choose inspection period and baseline
For the fields you chose in the previous step, the monitor will raise an alert if the amount of new values in the inspection period compared to the baseline's values exceeds your threshold.
STEP 3: calibrate thresholds
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.
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