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MLOps Academy · Lesson

Right-Size Instances and Replicas

Match hardware to real load profiles.

Pay for What You Use

Most ML serving bills come from instances sitting half-idle. Right-sizing means matching hardware and replica count to your real load, not your worst-case fear.

Measure Before You Cut

You cannot right-size what you have not measured. Start by watching real CPU and memory utilization over a normal traffic day.

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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