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Deployment method, device and system of deep learning model

A deep learning and model technology, applied in software deployment, version control, software maintenance/management, etc., can solve problems such as low work efficiency and no automated deployment process

Pending Publication Date: 2020-03-27
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 purpose of this application is to at least solve one of the above-mentioned technical defects, especially the technical defect that there is no automated deployment process in the application or project development process based on the deep learning model in the prior art, resulting in low work efficiency

Method used

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  • Deployment method, device and system of deep learning model
  • Deployment method, device and system of deep learning model
  • Deployment method, device and system of deep learning model

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Embodiment Construction

[0042] Embodiments of the present invention are described in detail below, examples of which are shown in the drawings, wherein the same or similar reference numerals designate the same or similar elements or elements having the same or similar functions throughout. The embodiments described below by referring to the figures are exemplary only for explaining the present invention and should not be construed as limiting the present application.

[0043] Those skilled in the art will understand that unless otherwise stated, the singular forms "a", "an", "said" and "the" used herein may also include plural forms. It should be further understood that the word "comprising" used in the specification of the present application refers to the presence of the features, integers, steps, operations, elements and / or components, but does not exclude the presence or addition of one or more other features, Integers, steps, operations, elements, components, and / or combinations thereof.

[004...

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Abstract

The invention relates to the technical field of model monitoring, in particular to a deep learning model deployment method and device, computer equipment and a storage medium, and the method comprisesthe steps: receiving a configuration file uploaded by a user, wherein the configuration file to be correlated with a data processing module, a training evaluation module and an automatic updating module of a deep learning model; reading module configuration information in the configuration file, processing user data in a data platform through the data processing module according to the module configuration information, training the processed user data through the training evaluation module to obtain a training result, and evaluating the training result to obtain model evaluation information.According to the scheme, each module is subjected to process control through the module configuration information of the configuration file, so that the whole deployment process is more flexible, simpler and more convenient, and the working efficiency is improved.

Description

technical field [0001] The present application relates to the technical field of model monitoring, and in particular to a deployment method, device, computer equipment and storage medium of a deep learning model. Background technique [0002] In the era of artificial intelligence, deep learning, as a powerful technology, has begun to change all aspects of our lives, and applications and projects based on deep learning models are emerging in an endless stream. [0003] At present, in the process of application and project development based on deep learning models, there is no automated deployment process for steps such as model training, parameter debugging, and model release. As a result, developers not only need to manually complete the above steps offline, but also need to complete the above steps manually during model iteration or parameter modification. After that, the above steps need to be repeated; the operation process is relatively complicated and the work efficienc...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F8/60G06F8/65G06F8/71
CPCG06F8/60G06F8/65G06F8/71
Inventor 任俊松侯晓龙
Owner CHINA PING AN LIFE INSURANCE CO LTD