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[graduation project recommendation] design and implementation of book recommendation system based on Django

編輯:Python

【 Graduation project recommendation 】 be based on Django Design and implementation of book recommendation system based on

Design background
In recent years , With the rapid development of technology and Internet industry , The information people are facing is growing rapidly . This has changed our way of life , And push our life to “ Big data era ”[1]. In this era , For each of us , Getting information is a very easy thing , But at the same time, because the way of obtaining information is too convenient , The amount of information obtained is also relatively large , How people get the information they need from the vast amount of information has become an important problem . For users , If there is a clear need , You can get the relevant information you need through the search engine . But a lot of times , Users are not very clear about their own needs , This leads to the search engine can not help users very well .
With this problem , Recommendation system [2] Gradually developed , More and more websites gradually apply recommendation algorithm to website design . Collaborative filtering algorithm [3] It is a mature algorithm in the current common algorithms , It is mainly used for prediction and recommendation functions . Discover the user's preferences by mining the user's historical behavior data , Based on different preferences, users are divided into groups and recommend products with similar taste [4]. Depending on the specific recommendation mechanism , Collaborative filtering recommendation algorithm can be divided into two categories , They are user based collaborative filtering algorithms (user-based collaborative filtering, namely User CF)[5] And item based collaborative filtering algorithm (item-based collaborative filtering, namely Item CF)[6]. At present, collaborative filtering recommendation algorithms are widely used in e-commerce platforms 、 Video website [7]、 Music playing websites 、 Social platforms, etc , Amazon 、 TaoBao 、 Sina Weibo, etc . In the field of books , Book recommendation is relatively small , Book recommendation is mainly used in libraries or e-commerce platforms , It is difficult for users to touch , Book recommendation exchange among users , They are often recommended through forums or some e-commerce websites , A simple and convenient book recommendation system for ordinary users is indispensable .
Design necessity
The core of recommendation system is how to make good use of the key technology of recommendation algorithm , An excellent recommendation system can not only help people solve problems , It can also bring huge potential benefits to some enterprises . As users spend more time using websites with recommendation systems , It not only improves the user's dependence on the website , It can also help the website get more revenue . So this paper designs and implements the book recommendation system , The algorithm adopts User CF and Item CF, Provide users with more recommendations , Achieve good recommendation effect , At the same time, the system design is convenient and concise , It has greatly improved the user's use and ease of use . For users , There is a more convenient way to find the books you want in the massive book resources , At the same time, users do not need to obtain book information through forum communication or recommendation of e-commerce websites as usual .
The system design
Data acquisition and data storage

System architecture
front end :html,css,jquery,Echarts, Baidu Maps
Back end :Django
Reptiles :Scrapy
database :mysql,monggodb
Module partition
Book recommendation system as a means of auxiliary selection of books , In the face of a large increase in the number of books , How to reasonably and correctly recommend to users from the massive book resources , Is an extremely important and urgent problem . The design of the book recommendation system has the following basic requirements :
(1) Realize the basic business process of the book recommendation system , Such as login and registration 、 View book list 、 View book details 、 Check the recommended books 、 Check out popular books 、 View new books 、 View recommended users 、 Book search and personal information management , Meet the needs of users ;
(2) The book data content part can obtain enough data information through the crawler , It is convenient for users to select and browse , And provide data for the recommended algorithm ;
(3) The algorithm adopted by the system can achieve the recommendation effect , And it has good effect ;
(4) With matching system background management function , Can be used for book information 、 User information 、 Manage and maintain scoring information, comments and other information ;
(5) The system can run stably , And it should be easy to expand and maintain
Project directory structure

*** System interface display ***

Login screen

*** The registration screen ***


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