Measuring what actually matters in ML

Insights·Apr 8, 2026·Dana Whitfield
Measuring what actually matters in ML cover

Accuracy is a starting point, not the finish line. What to track instead.

A model that is accurate but slow, expensive, or hard to trust rarely survives contact with production.

Track the business metric the model is meant to move, then watch cost and latency as guardrails.