Monitor Model

This component can generate a view to monitor the performance of a model captured with Integrated Deployment. The model can be already deployed or captured in the same workflow where it was trained. The component in order to work requires time stamp and target columns on the deployment data to see how the model performance changes over time.

After configuring and executing the component: Right Click > "Open Interactive View".

Options

Timestamp Column
Select the column containing your time stamps.
Label Column
Select the column containing the target column of your model.
Records per Scoring Window
Configure the size of the windows used to create the accuracy plot.

Input Ports

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A model captured with the KNIME Integrated Deployment Extension
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Deployment data with timestamp. The time stamp needs to be already converted in Date domain via the String to Date&Time node. Deployment data is data gathered after the deployment of the model on which the model is applied. The ground truth (also called target) column should also be available.

Output Ports

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Performance by date as well as a flow variable stating the user interactions applied within the view.

Nodes

Extensions

Links

Download

To use this component in KNIME, download it from the below URL and open it in KNIME:

Download Component
On NodePit since: 2020-10-06
Last update: 2021-01-18
Created with KNIME version: v4.2.2

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