00 Data Generation

Generate 10 years of synthetic data taking into account the dependency columns using the Synthetic Data Generator component.
For the first 5 years the data are consistent with the input data. During the remaining 5 years the data drift for the focus column and its and dependent columns.
The data generated by this workflow are used to test the model monitoring application able to detect data drift.
Learn more about this workflow in the linked blogpost.

External resources

• How to generate synthetic data for model monitoring
• Synthetic Data Generator (Numeric) component