How do you approach model validation and testing in the context of MLOps?
Instruction: Explain your strategy for ensuring that ML models are thoroughly validated and tested before deployment.
Context: This question is designed to assess the candidate's understanding of model validation and testing methodologies within the MLOps framework.
Updated
Official answer available
Read the opening below, then unlock the full answer and practical guidance.
I approach validation as a staged process: offline performance checks, slice analysis, robustness checks, business-metric review, and then controlled production...