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.

Date of Patent:
Mar. 10, 2026

Filed:

Sep. 29, 2020
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Umar Asif, Melbourne, AU;

Stefan Von Cavallar, Sandringham, AU;

Jianbin Tang, Doncaster East, AU;

Stefan Harrer, Hampton, AU;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 3/082 (2023.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 3/082 (2013.01);
Abstract

A machine learning model can be optimized for deployment on a device based on hardware specifications of the device. An existing model is acquired and pruned to reduce hardware resource consumption of the model. The pruned model is then trained based on training data. The pruned model is also trained based on a collection of 'teacher' models. Performance of the trained model is then evaluated and compared to performance requirements, which can be based on the hardware specifications of a device.


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