Uncertainty-Aware MLOps: Shipping Predictive Services with Confidence Intervals
Point predictions look decisive on a dashboard, but they hide the one fact operations teams care about most: how wrong the model could be on the next request. In production, inputs drift, class balances shift, and long tails show up exactly when stakes are highest. A credit risk score of 0.71 or a demand forecast … Read more