Patent · US Active

In-flight scaling of machine learning training jobs

US12277480B1 · kind B1 · utility

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20References
20Claims
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Assignee

Inventors

Key dates

Filing dateMar 23, 2018
Grant dateApr 15, 2025
Priority date
Expiry dateOct 19, 2040

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N3/0464
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Techniques for in-flight scaling of machine learning training jobs are described. A request to execute a machine learning (ML) training job is received within a provider network, and the ML training job is executed using a first one or more compute instances. Upon a determination that a performance characteristic of the ML training job satisfies a scaling condition, a second one or more compute instances are added to the ML training job while the first one or more compute instances continue to execute portions of the ML training job.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.