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Method, device, server and storage medium for generating training samples

A technology for training samples and servers, applied in the field of servers and storage media, methods for generating training samples, and devices, can solve problems affecting the accuracy of recommendation models, etc.

Active Publication Date: 2020-08-14
BEIJING DAJIA INTERNET INFORMATION TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] The present disclosure provides a method, device, server and storage medium for generating training samples, so as to at least solve the problem in related technologies that the recommendation model can only be trained according to account historical behavior information, thereby affecting the accuracy of the recommendation model

Method used

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  • Method, device, server and storage medium for generating training samples
  • Method, device, server and storage medium for generating training samples
  • Method, device, server and storage medium for generating training samples

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Embodiment Construction

[0096] In order to enable ordinary persons in the art to better understand the technical solutions of the present disclosure, the technical solutions in the embodiments of the present disclosure will be clearly and completely described below in conjunction with the accompanying drawings.

[0097] It should be noted that the terms "first" and "second" in the specification and claims of the present disclosure and the above drawings are used to distinguish similar objects, but not necessarily used to describe a specific sequence or sequence. It is to be understood that the data so used are interchangeable under appropriate circumstances such that the embodiments of the disclosure described herein can be practiced in sequences other than those illustrated or described herein. Furthermore, the term "comprises", "comprises" or any other variation thereof is intended to cover a non-exclusive inclusion such that a process, method, article, or terminal equipment comprising a set of elem...

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PUM

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Abstract

The invention relates to a training sample generation method, device and system, a server and a storage medium. The method can comprise the steps that a display event reported through an application program interface is received, the display event is generated and reported when a recommendation list is sent to an account application, and the recommendation list comprises a plurality of recommendation objects sent to an account; in response to the received display event, account feature information of an account and object feature information of an object involved in the recommendation list areacquired from an account information system, and the account feature information and the object feature information are stored in the account information system when the recommendation list is generated; the account feature information and the object feature information are spliced with corresponding label information to generate a training sample; the training sample is output. According to theembodiment of the invention, the training sample can be generated in real time, so as to improve the real-time performance and accuracy of the recommendation model.

Description

technical field [0001] The present disclosure relates to the field of Internet information processing, and in particular to a method, device, server and storage medium for generating training samples. Background technique [0002] With the gradual enrichment of Internet content, major websites will establish recommendation systems to enable accounts to quickly and accurately find their favorite content based on the information recommended by the recommendation system. [0003] The recommendation system can train the recommendation model through machine learning. Among them, it can be based on the specific behavior of the account in the Internet application (such as clicking, liking, following, etc.), and the objects of these behaviors (such as commodities, videos, news, etc.) A training sample for training the recommendation model is generated. [0004] In related technologies, when generating training samples, it is necessary to collect historical behavior information of a...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06N20/00G06F16/9535
CPCG06F16/9535G06N20/00
Inventor 敖红波林涛
Owner BEIJING DAJIA INTERNET INFORMATION TECH CO LTD
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