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Personalized learning system and method based on deep reinforcement learning

A technology of reinforcement learning and learning systems, applied in the field of personalized learning systems based on deep reinforcement learning, to achieve rapid updates, ensure accuracy and diversity, and avoid cold start problems

Inactive Publication Date: 2021-07-30
GUIZHOU RADIO & TV UNIV +2
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0008] Aiming at the deficiencies of the existing technology, the present invention provides a personalized learning system and method based on deep reinforcement learning, which solves how to fully combine the scientific research results of learning with the progress of artificial intelligence technology, so that the learning system can interact with learners in a more comprehensive manner. Interact in a natural way, and provide learners with personalized learning through artificial intelligence technology.

Method used

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  • Personalized learning system and method based on deep reinforcement learning
  • Personalized learning system and method based on deep reinforcement learning
  • Personalized learning system and method based on deep reinforcement learning

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Embodiment 1

[0041] Such as figure 1 As shown, the personalized learning system based on deep reinforcement learning includes a personalized learning terminal, a personalized data analysis and processing terminal, and a personalized learning server. It is characterized in that the personalized learning terminal also includes electronic textbook interaction modules, homework and examination Module, personal learning archives management module, difficult problem interactive communication module and resource query module, personalized data analysis and processing end includes personalized chemical information data preprocessing module, learning content personalized recommendation module and learning result intelligent evaluation model building module.

[0042]As a preferred technical solution of the present invention, in order to guide students to realize self-learning, the personalized learning terminal pushes learning resources that match their abilities for learners through the constructed ...

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Abstract

The invention relates to the technical field of learning systems, and discloses a personalized learning system and method based on deep reinforcement learning, and the system comprises a personalized learning terminal, a personalized data analysis processing end, and a personalized learning server. The personalized learning terminal further comprises an electronic teaching material interaction module, a homework and examination module, a personal learning archive management module, a difficult problem interaction module and a resource query module. The personalized data analysis processing end comprises a personalized learning condition data preprocessing module, a learning content personalized recommendation module and a learning result intelligent evaluation model construction module. The system has the advantages that system resources of multiple links such as the learning interaction activity terminal, the personalized model analysis end and the personalized learning server end are integrated; and the system supports the learner to quickly obtain appropriate learning resources and learning strategies according to the learning target and by applying the service provided by the personalized learning service center, completes the learning target and carries out self-evaluation, thereby achieving the self-guided learning.

Description

technical field [0001] The invention relates to the technical field of learning systems, in particular to a personalized learning system and method based on deep reinforcement learning. Background technique [0002] Today, education informatization has entered the "2.0 era", and the role of artificial intelligence, big data and other technologies in the fields of precision teaching and personalized learning has become more prominent. Through the deep integration of information technology and subject teaching, it has become the consensus of the industry to strive to greatly improve the quality of education. With the popularization and development of Internet technology, more and more learners obtain learning resources through the Internet. At the same time, diversified and personalized knowledge customization services have become a new hot spot for learners. At present, the pursuit of personalized education and the uneven distribution of educational resources have always be...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/9535G06K9/62G06N3/04G06N3/08G06Q50/20
CPCG06F16/9535G06N3/08G06Q50/205G06N3/045G06F18/253
Inventor 袁琳琳代亮亮陈春艳
Owner GUIZHOU RADIO & TV UNIV