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Real-time generation method and device of business platform and training samples

A technology of training samples and business platforms, applied in the computer field, can solve problems such as reducing model training efficiency, and achieve the effect of improving efficiency and improving generation efficiency

Active Publication Date: 2021-06-04
BEIJING SANKUAI ONLINE TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

That is to say, in the existing technology, it often takes a period of time (that is, the time consumed to collect historical data) to train the offline prediction model, which greatly reduces the efficiency of model training

Method used

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  • Real-time generation method and device of business platform and training samples
  • Real-time generation method and device of business platform and training samples
  • Real-time generation method and device of business platform and training samples

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Embodiment Construction

[0043] In order to make the purpose, technical solutions and advantages of this specification more clear, the technical solutions in this specification will be clearly and completely described below in conjunction with specific embodiments of this specification and corresponding drawings. Apparently, the described embodiments are only some of the embodiments in this specification, not all of them. Based on the embodiments in this specification, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of this specification.

[0044] The technical solutions provided by each embodiment of this specification will be described in detail below in conjunction with the accompanying drawings.

[0045] figure 1 A schematic flow chart of real-time generation of training samples provided for this manual, specifically including the following steps:

[0046] S101: Predict candidate information related to the service r...

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Abstract

This specification discloses a real-time generation method and device for a business platform and training samples. The online service system in the business platform predicts candidate information related to the business request based on the business request of the target user, and obtains the prediction result. According to the prediction results obtained, a set number of candidate information is selected from the candidate information as recommended information, and the selected recommended information is recommended to the target user. The operation result, according to the operation result, the obtained user ID of the target user, and the data ID of the recommendation information, generate a sample to be filled for the recommendation information, and find out the recommendation information corresponding to the data ID and the user ID corresponding to the query. Fill the sample to be filled with the user information to generate training samples for model training, which improves the generation efficiency of training samples.

Description

technical field [0001] This specification relates to the computer field, and in particular to a business platform, a real-time method and device for training samples. Background technique [0002] In order to provide users with a better service experience, each service platform can analyze the user's business preferences and habits based on the user's historical business records, historical browsing records and other information, so as to recommend information to the user. [0003] The business platform usually uses a pre-trained prediction model to determine which candidate information to recommend to users. In order to ensure that the prediction model can accurately recommend information to users, it is necessary to train the prediction model. In the prior art, the service platform recommends information to users online through the prediction model, and trains the prediction model offline through historical data. [0004] However, in practical applications, after a certa...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F16/9535
CPCG06F16/9535
Inventor 张涛张立文柳明海程佳杜宇亮朱纪乐
Owner BEIJING SANKUAI ONLINE TECH CO LTD