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:
Jun. 02, 2026
Filed:
Apr. 09, 2021
Hewlett Packard Enterprise Development Lp, Houston, TX (US);
Cong Xu, Milpitas, CA (US);
Suparna Bhattacharya, Bangalore, IN;
Paolo Faraboschi, Milpitas, CA (US);
Hewlett Packard Enterprise Development LP, Spring, TX (US);
Abstract
Systems and methods are configured to split an epoch associated with a training dataset into a plurality of mini-epochs. A machine learning model can be trained with a mini-epoch of the plurality of mini-epochs. The mini-epoch can be, during the training, iterated for a number of times during the training. One or more metrics reflective of at least one of: a training loss, training accuracy, or validation accuracy of the machine learning model associated with the mini-epoch can be received. Whether to terminate iterations of the mini-epoch early before a number of iterations of the mini-epoch reaches the number of times based on the one or more metrics can be determined. The number of iterations can be a non-zero number.