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Method and system to process data records

A data recording and data table technology, applied in the field of data processing, to improve efficiency and improve user experience

Active Publication Date: 2018-05-08
THE FOURTH PARADIGM BEIJING TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0008] An exemplary embodiment of the present invention is to provide a method and system for processing data records, so as to solve the problem in the prior art that the fields in the data table cannot be conveniently and automatically processed in the machine learning system

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  • Method and system to process data records

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Embodiment Construction

[0036] Reference will now be made in detail to embodiments of the present invention, examples of which are illustrated in the accompanying drawings, wherein like numerals refer to like parts throughout. The embodiments are described below in order to explain the present invention by referring to the figures.

[0037] Here, machine learning is an inevitable product of the development of artificial intelligence research to a certain stage. It is dedicated to improving the performance of the system itself by means of calculation and using experience. In computer systems, "experience" usually exists in the form of "data". Through machine learning algorithms, "models" can be generated from data. Model, when faced with a new situation, the model will provide the corresponding judgment, that is, predict the result. Whether training a machine learning model or making predictions using a trained machine learning model, the data needs to be converted into machine learning samples inclu...

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PUM

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Abstract

A method and system to process data records are provided. The method comprises: (A) acquiring a user-assigned data table, wherein one row of the data table corresponds to one data record, and one column of the data table corresponds to one field; (B) providing a user with a graphics interface to set a field processing item, wherein the field processing item is used for defining how to process fields in the data table; (C) receiving an input operation which the user executes on the graphics interface in order to set the field processing item, and acquiring a user-set field processing item according to the input operation; and (D) processing fields in the data table according to the acquired field processing item, and acquiring characteristics of a machine learning sample corresponding to the data records in the data table based on the processed fields.

Description

technical field [0001] The present invention generally relates to the field of data processing, and more specifically, relates to a method and system for processing data records. Background technique [0002] With the emergence of massive data, people tend to use machine learning techniques to mine value from the data. [0003] The basic process of training a machine learning model mainly includes: [0004] 1. Import a dataset (for example, a data table) containing historical data records; [0005] 2. Complete feature engineering, wherein, by performing various processing on the attribute information (ie, fields) of the data records in the data set, to obtain various features (for example, may include combined features), the feature vector formed by these features can be used as a machine learning samples; [0006] 3. Training the model, wherein, according to the set machine learning algorithm (for example, logistic regression algorithm, decision tree algorithm, neural ne...

Claims

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Application Information

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IPC IPC(8): G06F8/30G06F8/33G06F17/30
CPCG06F8/315G06F8/33G06F16/2282
Inventor 戴文渊杨强陈雨强张舒羽栾淑君杨爽杨慧斌
Owner THE FOURTH PARADIGM BEIJING TECH CO LTD
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