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Machine Learning

MLOps, feature engineering, and models that survive contact with production.

Machine Learning

Machine Learning Models That Survive Production: An MLOps Field Guide

Why most ML value is lost after deployment, not before — training-serving skew, feature stores, shadow deployment, drift monitoring, and retraining triggers, drawn from operating models in regulated enterprises.

Lena Vogel 5 min