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Design And Implementation Of English Learning System Based On Intelligent Recommendation

Posted on:2023-10-17Degree:MasterType:Thesis
Country:ChinaCandidate:M YuanFull Text:PDF
GTID:2555307040986049Subject:Computer technology
Abstract/Summary:PDF Full Text Request
In recent years,artificial intelligence technology has become an important driving force leading the development of science and technology,and has brought new opportunities for the development of all walks of life.In education,the combination of artificial intelligence and online education has derived a new and more intelligent learning mode.For primary school English education,due to the particularity of its learners,users lack strong autonomous learning ability and are not good at summarizing the weak links of their own knowledge points.It is difficult to fully master the knowledge in the process of online learning.In addition,the traditional online learning platform does not accurately grasp the deep-seated needs of users,and cannot recommend accurate personalized learning content.Users cannot find the content related to their weak knowledge points from a large number of learning resources and exercise question banks,which is also the reason why English education in primary schools is not perfect and intelligent.Based on this,this paper constructs a knowledge map of primary school English knowledge points and question banks,and uses the knowledge map and the designed intelligent recommendation algorithm to provide intelligent learning resource recommendations for different users,so as to help users better absorb and master English knowledge.The research content of this paper is mainly divided into the following aspects:(1)The primary school English knowledge map is constructed.Using primary school English knowledge points and related exercises,the entities and relationships are designed,so as to build a knowledge map,which is stored and visualized using the neo4 j map database.An intelligent recommendation algorithm is introduced.Using the user’s learning behavior and exercises in the system,combined with the knowledge map,intelligent content and exercises are recommended.(2)An intelligent recommendation algorithm is designed.The user’s learning behavior and exercise data in the system are used to process and analyze them,and the intelligent content and exercise recommendation are carried out combined with the knowledge map and recommendation algorithm.(3)This paper analyzes and designs the requirements of intelligent recommendation English learning system.According to the learning needs of users,modules such as automatic classification of exercises,learning of knowledge points,exercise of question bank and intelligent recommendation are designed,and the overall architecture,database and related interfaces of the system are designed.(4)The function realization and systematic test of the learning system are carried out.The main functions of the system are login registration,knowledge learning,intelligent recommendation,member center and personal center,and the function and performance of the system are tested to meet the design requirements.
Keywords/Search Tags:Intelligent recommendation, English study, knowledge graph, Figure database
PDF Full Text Request
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