2. How does pipeline testing improve model reliability?

  • Unit testing ensures individual modules like data loaders or model trainers work correctly.
  • System testing validates the entire pipeline end-to-end.
  • Pytest integration allows automated and repeatable tests.
  • Detects edge cases and prevents silent failures in production.
  • Enhances confidence in deploying ML models to real-world environments.

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