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:
Apr. 14, 2025

Filed:

Dec. 29, 2021
Applicant:

Atlantic Technical Organization, San Juan, PR;

Inventors:

Gian Irizarry, San Juan, PR;

Arturo Geigel, San Juan, PR;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/46 (2005.12); G06F 9/451 (2017.12);
U.S. Cl.
CPC ...
G06F 9/466 (2012.12); G06F 9/451 (2018.01);
Abstract

A system and method for optimization and validation of the machine learning tasks is proposed. The system allows for a graphical representation of the underlying parallel execution and allows the user the ability to determine the critical path of execution that will allow the system take advantage of processing capability of the available resources. The engine is capable of being aware of the machine learning task, its parallel execution constraints and the underlying heterogeneous infrastructure. This allows for optimal execution based on speed or reduced execution to comply with other constraints such as allowable time, costs, or other miscellaneous parameters. The disclosure also features a graphical user interface that displays the critical path on other instances besides computational workloads.


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