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Learning path planning method and device, equipment and storage medium

A learning path and to-be-planned technology, applied in the information field, can solve the problems of inaccurate learning path planning results, low comprehensiveness, weak model generalization ability, etc., to improve learning efficiency and learning interest, and predict results comprehensively Accuracy, good learning efficiency and the effect of learning interest

Active Publication Date: 2021-05-21
亿度慧达教育科技(北京)有限公司
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AI Technical Summary

Problems solved by technology

[0003] However, a comprehensive survey found that existing technologies have deficiencies such as low comprehensiveness in path planning and weak model generalization capabilities, resulting in inaccurate planning results for learning path planning
[0004] Therefore, there are great challenges and difficulties in how to improve the accuracy of learning path planning results.

Method used

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  • Learning path planning method and device, equipment and storage medium
  • Learning path planning method and device, equipment and storage medium
  • Learning path planning method and device, equipment and storage medium

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Embodiment Construction

[0026] It can be seen from the background art that the planning result of the learning path planning in the prior art is not accurate enough.

[0027] After analysis, the existing technical schemes seldom consider integrating multiple planning objectives into a single model, and most of them build a separate learning model for each objective, which brings two shortcomings: one is the single-objective learning process Faced with problems such as large noise and weak generalization ability, it is difficult to achieve expected performance on new data; the other is that the learning process of a single target is carried out independently, and there is no information that can well integrate other targets to help the current target better. Training and learning are carried out in a timely manner, and the degree of accuracy and intelligence is insufficient.

[0028] In order to improve the accuracy of learning path planning results, the present invention provides a learning path plan...

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Abstract

The embodiment of the invention provides a learning path planning method and device, equipment and a storage medium. The learning path planning method comprises the steps of obtaining a knowledge point set of a to-be-planned path, learning behavior data of a to-be-planned student and mastering degree data of the to-be-planned student at each knowledge point of the knowledge point set; according to the learning behavior data and the mastering degree data of each knowledge point, obtaining at least one of a learning duration prediction vector and a learning interest prediction vector, and a mastering degree variation prediction vector; carrying out vector fusion on at least one of the learning duration prediction vector and the learning interest prediction vector and the mastering degree variable quantity prediction vector to obtain a comprehensive knowledge point evaluation vector; and sorting the knowledge points according to the size of each dimension of the comprehensive knowledge point evaluation vector to obtain a learning planning path of each knowledge point, so that the accuracy and comprehensiveness of path planning can be improved, and the learning efficiency and learning interest of students can be better improved.

Description

technical field [0001] The embodiments of the present invention relate to the field of information technology, and in particular, to a learning path planning method, device, device and storage medium. Background technique [0002] In smart education, learning planning is the key to how to truly teach students in accordance with their aptitude. That is, for each different student, it is necessary to plan a personalized learning path that can comprehensively consider all factors of learning based on his own learning situation, learning ability and learning preferences, so as to improve students' learning efficiency and learning interest. [0003] However, a comprehensive investigation found that the existing technologies have shortcomings such as low comprehensiveness and weak model generalization ability in path planning, which lead to inaccurate planning results of learning path planning. [0004] Therefore, there are great challenges and difficulties in how to improve the ...

Claims

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Application Information

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IPC IPC(8): G06K9/62G06Q50/20
CPCG06Q50/205G06F18/2411G06F18/251
Inventor 何明李晓男
Owner 亿度慧达教育科技(北京)有限公司
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