The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Oct. 27, 2026
Filed:
Jan. 24, 2023
Dell Products L.p., Round Rock, TX (US);
Paulo Abelha Ferreira, Rio de Janeiro, BR;
Vinicius Michel Gottin, Rio de Janeiro, BR;
Pablo Nascimento Da Silva, Niterói, BR;
Dell Products L.P., Round Rock, TX (US);
Abstract
One example method includes determining a first test error for machine-learning (ML) models when the ML models are trained using a first dataset obtained from various near-edge nodes. A second test error is determined for the ML models when the ML models are trained using a second dataset obtained from a new near-edge node. A bootstrap error for each of the ML models is determined based on the first and second test errors. A convergence value for each of the ML models is determined when the ML models are trained using the first dataset. One of the plurality of ML models is automatically selected to deploy at the new near-edge node based on the bootstrap error and the convergence value for each of the ML models.
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