Resume allocation method, device and equipment based on machine learning and storage medium

A technology of machine learning and distribution methods, applied in machine learning, instruments, computer parts, etc., can solve the problems of poor match between recruiters and applicants, low distribution accuracy, etc., to improve recruitment efficiency and recruitment success rate , Speed ​​up efficiency and improve accuracy

Active Publication Date: 2021-09-03
CHINA PING AN LIFE INSURANCE CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The embodiment of the present invention provides a resume distribution method, device, computer equipment and storage medium based on machine learning to solve the problem of low distribution accuracy in the current automatic distribution of resumes Issues with a poor match between recruiters and candidates

Method used

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  • Resume allocation method, device and equipment based on machine learning and storage medium
  • Resume allocation method, device and equipment based on machine learning and storage medium
  • Resume allocation method, device and equipment based on machine learning and storage medium

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Embodiment Construction

[0033] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are some of the embodiments of the present invention, but not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.

[0034] According to the method for assigning resumes based on machine learning provided by the embodiment of the present invention, the method for assigning resumes based on machine learning can be applied as figure 1 shown in the application environment. Specifically, the resume distribution method based on machine learning is applied in a resume distribution system based on machine learning, and the resume distribution system based on machine learnin...

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Abstract

The invention discloses a resume distribution method and device based on machine learning, equipment and a storage medium. The method comprises the steps of obtaining candidate person identifiers and candidate resume texts corresponding to the candidate person identifiers; performing data screening processing on all the candidate resume texts to obtain current candidate feature data corresponding to candidate person and member identifiers; obtaining recruiter identifiers and current recruitment feature data corresponding to each recruiter identifier; performing one-to-one combination on the current recruitment feature data and the current candidate feature data to obtain target combination feature data corresponding to the candidate person identifier and the recruitment person identifier; inputting the target combined feature data into a target resume matching model, and obtaining a resume matching score corresponding to the candidate person identifier and the recruiter identifier; and obtaining the target resume text matched with the recruiter identifier based on the resume matching score, so that automatic resume distribution is realized, and the distribution accuracy and the recruitment success rate are effectively improved.

Description

technical field [0001] The present invention relates to the field of resume distribution based on machine learning, in particular to a method, device, equipment and storage medium for resume distribution based on machine learning. Background technique [0002] With the continuous development of Internet technology, more and more companies use models to screen resumes in order to forward excellent resumes to the actual employing department. [0003] However, most of the existing models extract keywords from resumes, and then calculate the similarity between applicants and job requirements to screen resumes. However, this method of confirming target resumes based on job requirements has a large number of resumes after screening. Manual further screening is needed, and the automatic distribution of resumes has a low distribution accuracy rate and a low degree of automation; and the resumes screened by the existing model do not have a high matching degree between recruiters and ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/35G06K9/62G06N20/00G06Q10/10
CPCG06F16/35G06N20/00G06Q10/105G06F18/214
Inventor 石海洋陈依云
Owner CHINA PING AN LIFE INSURANCE CO LTD
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