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Methods and systems for determining recommendations based on real-time optimization of machine learning models

Grant US12591915B2 Kind: B2 Mar 31, 2026

Assignee

Capital One Services, LLC

Inventors

Cheng Jiang, Yun Zhou, Christy Purnadi, Abhishek Tewari, Seyed Hossein Zahed Zahedani, Ryan Sralla, Yasong Zhou, Brian McGill, Gavin Olson

Abstract

Methods and systems are described for improvements to the use of distributed computer networks. For example, conventional systems may rely on the distribution of network or application traffic across multiple servers and may maintain load balancers to maintain that distribution in an efficient manner. Each load balancer may sit between client devices and backend servers, receiving and then distributing incoming requests to any available server capable of fulfilling them. The load balancers may ensure that no one server is overworked based on the number of processing requests directed to that server, which could degrade performance.

CPC Classifications

G06Q 30/0282 G06Q 30/0206 G06Q 30/0643 G06N 20/20 G06N 5/01 G05B 2219/33148 G05B 2219/33334

Filing Date

2021-03-19

Application No.

17207554

Claims

17