DEV CommunityWhy ML Model Metrics Need Confidence Intervals Before DeploymentBasing production decisions on single-figure model metrics risks shipping unreliable systems. Discover how statistically rigorous evaluation prevents costly mistakes in ML deployments.Jun 15, 2026