How to Measure ML Model Drift

Machine learning models rely on the critical assumption that input data distribution does not drift too much over time. Yet once in production, model drift is inevitable.

Learn why model drift matters, how to make sense of it, and how to measure data drift, including:

  • Types of drift distributions
  • Differences between measurement metrics
  • When to choose one metric over another

How to Measure ML Model Drift

Machine learning models rely on the critical assumption that input data distribution does not drift too much over time. Yet once in production, model drift is inevitable.

Learn why model drift matters, how to make sense of it, and how to measure data drift, including:

  • Types of drift distributions
  • Differences between measurement metrics
  • When to choose one metric over another