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:
Nov. 05, 2024

Filed:

Feb. 12, 2021
Applicant:

Qualcomm Incorporated, San Diego, CA (US);

Inventors:

Yash Sanjay Bhalgat, San Diego, CA (US);

Jin Won Lee, San Diego, CA (US);

Jamie Menjay Lin, San Diego, CA (US);

Fatih Murat Porikli, Carlsbad, CA (US);

Chirag Sureshbhai Patel, San Diego, CA (US);

Assignee:

QUALCOMM Incorporated, San Diego, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/082 (2023.01); G06F 18/214 (2023.01); G06N 3/098 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06N 3/082 (2013.01); G06F 18/2148 (2023.01); G06N 3/098 (2023.01); G06N 20/00 (2019.01);
Abstract

Certain aspects of the present disclosure provide techniques for improved machine learning using gradient pruning, comprising computing, using a first batch of training data, a first gradient tensor comprising a gradient for each parameter of a parameter tensor for a machine learning model; identifying a first subset of gradients in the first gradient tensor based on a first gradient criteria; and updating a first subset of parameters in the parameter tensor based on the first subset of gradients in the first gradient tensor.


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