Method and system for executing machine learning process

A machine learning and process technology, applied in the field of artificial intelligence, can solve problems such as inability to obtain data attribute information in a timely and effective manner

Active Publication Date: 2017-05-31
THE FOURTH PARADIGM BEIJING TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0010] Exemplary embodiments of the present invention aim to overcome the defect in the prior art that data attribute information cannot be acquired in a timely and effective manner when executing a machine learning process

Method used

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  • Method and system for executing machine learning process
  • Method and system for executing machine learning process
  • Method and system for executing machine learning process

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Embodiment Construction

[0056] In order to enable those skilled in the art to better understand the present invention, exemplary embodiments of the present invention will be described in further detail below in conjunction with the accompanying drawings and specific implementation methods.

[0057] In an exemplary embodiment of the present invention, the machine learning process is executed in the following manner: after the specific machine learning task involved in the machine learning process is configured, the data attribute information related to the specific machine learning task is inferred, so that it can be used in In the case of not executing the specific machine learning task, it takes less computing resources and time to obtain the updated data attribute information after each processing link in the machine learning process in advance, so that the data attribute information can be used later to enhance the performance of machine learning. Ease of use.

[0058] Here, machine learning is an...

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Abstract

The invention provides a method and a system for executing a machine learning process. The method comprises the steps of (A) displaying a graphic interface used for configuring a machine learning task to a user and detecting input operation executed through the graphic interface by the user, wherein the machine learning task is used for executing data processing comprised in the machine learning process; (B) configuring the machine learning task according to the detected input operation executed through the graphic interface by the user; and (C) inferring data attribute information related to the machine learning task under the condition of not executing the configured machine learning task, wherein the data attribute information comprises a name and / or a data type of a data attribute field. Correspondingly, the data attribute information of each stage in the machine learning process can be effectively obtained with relatively few resources and relatively short time, so that the operability of a machine learning tool is improved.

Description

technical field [0001] The present invention generally relates to the field of artificial intelligence, and more specifically, relates to a method and system for executing a machine learning process. Background technique [0002] With the emergence of massive data, artificial intelligence technology has developed rapidly, among which machine learning technology is generally used to mine beneficial value from massive data records (such as financial data, Internet data, etc.), [0003] However, a major problem in the application of artificial intelligence technology is the lack of effective and easy-to-use machine learning tools. Many existing machine learning platforms are only for users who are proficient in machine learning technology. Data and complex data operations, therefore, it is difficult for even a user who is proficient in machine learning technology to effectively operate current machine learning tools. In fact, it takes a lot of time and energy to train technica...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06N99/00G06F3/0484G06F17/30
CPCG06F3/0484G06F16/904G06N20/00
Inventor 栾淑君杨慧斌孙迪
Owner THE FOURTH PARADIGM BEIJING TECH CO LTD
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