MLOps Academy · Lesson

Gate Merges on Model Quality

Block a PR if the new model scores worse.

A Gate at the Merge

A quality gate blocks a pull request from merging unless the new model is good enough. It turns model quality into a hard rule, not a hope. 🚧

Why Code Tests Are Not Enough

Code can pass every test and still produce a worse model. You need a separate check on the metric, like accuracy or F1, to protect users.

All lessons in this course

  1. What CI/CD Means for Models
  2. A GitHub Actions Workflow for ML
  3. Gate Merges on Model Quality
  4. Build and Push the Image on Release
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