Machine learning training system and method based on edge cloud computing

A machine learning and training system technology, applied in the field of machine learning training systems, can solve problems such as inability to unified management, high maintenance costs, and cumbersome

Active Publication Date: 2018-08-21
山东怡然信息技术有限公司
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  • Abstract
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  • Application Information

AI Technical Summary

Problems solved by technology

[0008] (1) There are many machine learning platforms and the deployment and implementation process is cumbersome, the maintenance cost is high, and unified management cannot be achieved;
[0009] (2) The computing resources of the training platform are located at the far end of the user data and cannot be close to the user;
[0010] (3) The training model cannot be quickly released to end users;
[0011] (4) The application effect of the training model cannot be collec...

Method used

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  • Machine learning training system and method based on edge cloud computing
  • Machine learning training system and method based on edge cloud computing
  • Machine learning training system and method based on edge cloud computing

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Embodiment Construction

[0074] The present invention will be further described below in conjunction with the accompanying drawings and embodiments.

[0075] It should be pointed out that the following detailed description is exemplary and intended to provide further explanation to the present application. Unless defined otherwise, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this application belongs.

[0076] It should be noted that the terminology used here is only for describing specific implementations, and is not intended to limit the exemplary implementations according to the present application. As used herein, unless the context clearly dictates otherwise, the singular is intended to include the plural, and it should also be understood that when the terms "comprising" and / or "comprising" are used in this specification, they mean There are features, steps, operations, means, components and / or combinatio...

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Abstract

The invention discloses a machine learning training system and method based on edge cloud computing. A user terminal continuously collects new data expansion and optimal training samples, an output model is trained by a machine learning platform, the trained output model is quickly issued to the user terminal, the user terminal collects the application status of the model and feeds back to the machine learning platform to complete the retraining of the model, a virtuous circle is formed to continuously improve the training ability of the machine learning platform and model accuracy, computingresources are closer to users, and rapid deployment and unified management of the machine learning platform is achieved with the help of resource pooling and resource management capabilities of a cloud computing platform.

Description

technical field [0001] The invention relates to a machine learning training system and method based on edge cloud computing. Background technique [0002] Currently, there are many machine learning platforms, and the work of building and maintaining machine learning platforms is relatively cumbersome. How to quickly build a machine learning training platform and quickly start training tasks has become an urgent problem to be solved. This problem can be solved with the help of cloud computing platform. [0003] Cloud computing generally refers to an infrastructure platform based on a large-scale data center. By establishing a centralized large-scale data center and computing center, a cloud computing cloud is formed, and the cloud provides the resources and services required by users. Therefore, large-scale cloud Data centers are also known as core clouds. Edge cloud computing refers to an open cloud platform that integrates network, computing, storage, and application cor...

Claims

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Application Information

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IPC IPC(8): G06N99/00
CPCG06N20/00
Inventor 张小纳董艳敏
Owner 山东怡然信息技术有限公司
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