基于知识图谱的个性化学习资源推荐系统（Python+Django+MySQL）毕业论文+项目源码及数据库文件-毕业作品网站

摘要

最近几年来，伴随着教育信息化、个性化教育和K12之类的新观念提出,一如既往的教育方法向信息化智能化的转变，学生群体都对这种不受时间和地点约束的学习方式有浓厚的兴趣。而现在市面上存在的推荐系统给学生推荐资料时不符合学生个人对知识获取的需求情况，以至于推荐效果差强人意。与此同时，这种信息数字化的新学习方法在给学生群体带来方便的同时，也带来了很多其他的问题，例如信息冗杂、形式让人眼花缭乱的问题，导致系统检索变得难以运行。

解决问题的关键是个性化学习推荐系统，它适合于各式各样的用户产生的各式各样的需求。本系统基于知识图谱个性化学习推荐系统使用MySQL作为后台数据库，HTML技术实现系统前端页面的设计，使用Python作为后台技术，使用Django框架，完成整个系统的界面显示和数据交互。基于知识图谱个性化学习推荐系统，对于解决在互联网上学习的资源太多以至于学生很难简单迅速寻找自己所需要学习的知识点。实现系统所需要的四个主要功能模块有用户模块，用户行为采集模块，个性化推荐模块，后台管理模块。有了这个系统，用户可以用最少的时间和精力，准确地找到所需的资料，从而最大程度地提高效率。

关键词：推荐系统；个性化学习；Django；知识图谱

In recent years, with the introduction of new concepts such as educational informationization, personalized education and K12, as always, the educational method has changed to informationization and intelligence, and students have a strong interest in this learning method that is not constrained by time and place. However, the existing recommendation system in the market does not meet the students' personal demand for knowledge acquisition when recommending materials to students, so that the recommendation effect is not satisfactory. At the same time, this new learning method of digital information brings convenience to the students, but also brings many other problems, such as the jumbled information and dazzling forms, which makes the system retrieval difficult to operate. The key to solve the problem is personalized learning recommendation system, which is suitable for all kinds of needs generated by all kinds of users. The personalized learning recommendation system based on knowledge map uses MySQL as the background database, HTML technology to design the front page of the system, Python as the background technology, and Django framework to complete the interface display and data interaction of the whole system. Personalized learning recommendation system based on knowledge map can solve the problem that there are so many learning resources on the Internet that it is difficult for students to find the knowledge points they need to learn simply and quickly.