MLOps Academy · Lesson

Use Spot Instances for Training

Run interruptible jobs at a fraction of the cost.

Cheap Compute, One Catch

Cloud providers rent out spare capacity at a deep discount. These spot instances can cost up to ninety percent less than on-demand machines.

They Can Vanish Anytime

The catch is the provider can reclaim a spot instance with little warning. This interruption is why spot is cheap, and why you must plan for it.

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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