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newsDatabricks·June 29, 2021

FrugalML: Using ML APIs More Accurately and Cheaply

Summary

FrugalML learns where paid ML prediction APIs are strong or weak and picks the best sequential strategy for using them within a budget. Experiments with APIs from Google, Microsoft, Amazon and others show up to 90% lower cost at the best single API's accuracy, or up to 5% better accuracy at its cost.

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