Amazon SageMaker’s managed spot training can cut ML training cost up to 90% over on-demand — but only if your job checkpoints. AWS explicitly caps non-checkpointing spot jobs at MaxWaitTimeInSeconds of 3600 seconds, so any LLM fine-tune longer than one hour that cannot resume from a checkpoint is structurally impossible …
Editorial team