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mrdc_model_monitoring

Code Files:

  1. data_preprocess.py: Loads and preprocesses datasets for model performance and data drift calculation.

  2. drift_metrics.py: Contains code to generate reports for data drift and model drift, saving them in the reports/mrdc_data_drift/, and reports/mrdc_model_drift/ folders.

  3. queries.py: Includes queries for downloading datasets to calculate monthly drift in data and model.

  4. combine_reports.py: Combines the monitoring reports into a single HTML file and saves the monthly report in the reports/combined_reports/ folder.

For Reference:

View Sheet

View Reports