Behavioral Tests for Models
Check invariance and directional expectations.
Beyond a Single Accuracy Number
One accuracy score hides how a model truly behaves. Behavioral tests probe how predictions react when you change the input on purpose.
Treat the Model as a Black Box
Behavioral tests check inputs and outputs only, ignoring the model internals. This black-box view works for any framework you serve.
All lessons in this course
- Unit Test Your Data Pipeline
- Behavioral Tests for Models
- Set Quality Gates and Thresholds
- Validate Data with Great Expectations