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MLOps Academy · Lesson

Track Cost per Prediction

Attribute spend to models and tune the worst.

The Metric That Matters

A monthly cloud bill hides which model wastes money. Cost per prediction turns spend into a unit you can compare, optimize, and defend.

A Simple First Formula

Start with the basics: divide total serving spend by the number of predictions served. That ratio is your starting cost per prediction.

cost_per_pred = monthly_cost / predictions_served

All lessons in this course

  1. Right-Size Instances and Replicas
  2. Quantize and Distill for Cheaper Inference
  3. Use Spot Instances for Training
  4. Track Cost per Prediction
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