SpotML is a command-line tool that lets you train machine learning models on spot instances, easily & automatically.
Train entirely on spot instances to maximize savings or mix with on-demand instances to meet your deadlines.
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We make spot instances suitable for ML training. Spot instances are 70% cheaper than on-demand instances but are prone to interruptions.
We mitigate the downsides with persistence features, including optional fallback to on-demand instances.
Iterate faster by training on cloud as easily as with a local machine.
We resume training after interruptions, using the last checkpoint via EBS volume.
Develop your model locally using a Docker container and run it on cloud.
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