How are new model versions released?
New model versions in MLOps are not pushed live directly but go through a clearly defined release process. First, they are evaluated technically, for example by comparing performance metrics against the current production version.
Additionally, targeted test cases are run in which the model receives defined inputs and the results are compared against predetermined expected values. This verifies that the model responds correctly and behaves as intended.
Only after these checks have passed is the new version released and rolled out in a controlled manner.

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