Manufacturing
Building Custom Metrics for Predictive Maintenance
Most of the time, relying on traditional metrics doesn’t capture the true financial impact of predictions like preventing a machine breakdown or optimizing maintenance schedules. What you need is custom metrics.
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Prevent Failure of Product Defect Detection Models: A Post-Deployment Guide
This blog dissects the core challenge of monitoring defect detection models: the censored confusion matrix. Additionally, I explore how business value metrics can help you articulate the financial impact of your ML models in front of non-data science experts.