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recommendsystem's Introduction

基于组合推荐的电影推荐系统

该系统可根据用户的打分情况和类型偏好进行电影推荐, 实现了实时推荐与离线推荐两大功能, 分为推荐服务、后台服务、 可视化服务三大模块。 后台使用Spring MVC框架, 使用Scala和Spark进行推荐服务开发, 使用mongoDB作为数据库, 使用Redis作为业务缓存, 使用elasticsearch提供检索服务, 使用Flume和Kafka提供实时推荐的消息流。

功能模块

推荐服务

后端服务

可视化

系统架构

系统架构

recommendsystem's People

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