Tests for Exact Values
Explore how to apply exact value regression tests in machine learning workflows to detect unintended changes arising from updates in libraries or pipeline components. Understand the benefits and maintenance challenges of these tests as you work to ensure consistent model performance and reliability.
We'll cover the following...
We'll cover the following...
Regression tests with exact values
Engineers build an ML pipeline with many things encapsulated deeply under the hood. This leads to a significant chance of unexpected deviation after minor or unrelated changes from first sight.
For example, we ...