Method, device and equipment for executing automatic machine learning process

A technology of machine learning and machine learning models, which is applied in the field of computer-readable storage media and devices that perform automatic machine learning processes, and can solve the problem of not being able to cover machine learning models, modeling solutions or results and model application processes, and lack of user issues of interaction

Pending Publication Date: 2020-09-01
THE FOURTH PARADIGM BEIJING TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, the functions of existing automatic machine learning tools are too simple and one-sided, and cannot cover the entire process of machine learning model construction and application, that is, they can only complete how to train a machine learning model based on accumulated historical data, but cannot effectively implement The subsequent production and application of the learning model (for example, it is difficult to use the machine learning model to provide online services), in other words, there is a severe separation between the modeling scheme or results and the model application process in the existing technology; moreover, it does not have the user The friendly interaction method still requires users to have a certain programming foundation before it can be used, and it has not achieved a real low threshold

Method used

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  • Method, device and equipment for executing automatic machine learning process
  • Method, device and equipment for executing automatic machine learning process
  • Method, device and equipment for executing automatic machine learning process

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Embodiment Construction

[0130] Various exemplary embodiments of the present invention will now be described in detail with reference to the accompanying drawings. It should be noted that the relative arrangements of components and steps, numerical expressions and numerical values ​​set forth in these embodiments do not limit the scope of the present invention unless specifically stated otherwise.

[0131] The following description of at least one exemplary embodiment is merely illustrative in nature and in no way taken as limiting the invention, its application or uses.

[0132] Techniques, methods and devices known to those of ordinary skill in the relevant art may not be discussed in detail, but where appropriate, such techniques, methods and devices should be considered part of the description.

[0133] In all examples shown and discussed herein, any specific values ​​should be construed as exemplary only, and not as limitations. Therefore, other instances of the exemplary embodiment may have dif...

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Abstract

The invention provides a method, a device and equipment for executing an automatic machine learning process. The method comprises the following steps: providing a model training operator and a model prediction operator which are independent of each other; training a machine learning model by using the model training operator based on training data; and providing a prediction service for predictiondata by using the model prediction operator and the trained machine learning model.

Description

technical field [0001] The present invention relates to the field of artificial intelligence, and more specifically, to a method for performing an automatic machine learning process, a device for performing an automatic machine learning process, a device including at least one computing device and at least one storage device, and a computer readable storage medium. Background technique [0002] With the rapid development and application of machine learning technology, automatic machine learning technology has greatly reduced the threshold of machine learning and saved the labor cost of machine learning. However, the functions of existing automatic machine learning tools are too simple and one-sided, and cannot cover the entire process of machine learning model construction and application, that is, they can only complete how to train a machine learning model based on accumulated historical data, but cannot effectively realize machine The subsequent production and applicatio...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/22G06F16/25G06K9/62G06N20/00
CPCG06F16/2255G06F16/258G06N20/00G06F18/214G06F18/2413G06N5/01G06N3/0985G06N3/10G06N5/022
Inventor 吕自荟王昱森岳凌郭夏玮郭朕张宇谷宇晨
Owner THE FOURTH PARADIGM BEIJING TECH CO LTD
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