RESOURCE ALLOCATION OPTIMIZATION FOR MULTI-DIMENSIONAL MACHINE LEARNING ENVIRONMENTS

Patent №

US 11,620,162

Granted

2023-04-04

Filed 2021

Owner

CAPITAL ONE SERVICES, LLC

Lab

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17328029

Some embodiments of the present application include obtaining first data from a data feed to be provided to a plurality of machine learning models and detecting a changepoint in the first data. In response to the changepoint being detected, a first machine learning model may be executed on the first data to obtain first output datasets. A first performance score for the first machine learning model may be computed based on the first output datasets. A second machine learning model may be caused to execute on the first data based on the first performance score satisfying a first condition.

Machine learningNatural languageVisionKnowledge representationPlanningAI hardwareG06F 9/5027G06F 11/302G06F 11/3409G06F 11/3447G06F 11/3495G06N 20/00G06N 20/20G06F 11/3433

AI classification

Machine learning1.00
Natural language1.00
AI hardware1.00
Knowledge representation0.95
Planning0.87
Vision0.60
Evolutionary computation0.01
Speech0.00

Ownership

CAPITAL ONE SERVICES, LLC

assignment · 563280123

Assignors

CHEN, XINYU, SHRIVASTAVA, ABHISHEK, MANZ, BORYANA, LI, YINGBO, GE, KATELYN, REDD, JASON, CHITKARA, SHUBHAM

On an employer assignment, the assignors are typically the inventors.

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