MLOps Academy · Lesson

Set Quality Gates and Thresholds

Fail the build below a minimum metric.

A Gate Decides Pass or Fail

A quality gate is an automatic rule that stops a bad model from shipping. If the new model misses the bar, the build simply fails.

Pick a Primary Metric

Choose one metric that matters most for the task, like F1 or AUC. Your primary metric drives the gate so the decision stays clear.

All lessons in this course

  1. Unit Test Your Data Pipeline
  2. Behavioral Tests for Models
  3. Set Quality Gates and Thresholds
  4. Validate Data with Great Expectations
← Back to MLOps Academy