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Perform statistical tests with DataRobot and Apache Airflow

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This notebook presents an example workflow for carrying out statistical tests, notifying stakeholders of any issues via Slack, and generating automated compliance documentation with the test results.

It will demonstrate how to create a pipeline of statistical tests, at different stages of the model development cycle, and integrate with Apache Airflow, including:

  • Using exploratory statistical tests as part of model training.
  • Scoring a DataRobot model.
  • Running any arbitrary statistical tests.
  • Registering the test results to the model version.
  • Generating automated compliance documentation using customized templates.
  • Creating the pipeline with Apache Airflow.

Updated January 31, 2024