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Picasso

基于深度学习的新闻分类推荐系统

Picasso (基于Spring Boot的新闻推荐系统)

  • common模块:包含异常定义、API返回值错误码、日期计算等公共模块
  • etl模块:负责服务器与客户端之间新闻数据的传输和存储 (Kafka消息中间件)
  • mind模块:深度学习模块,负责深度学习模型训练结果的存储,深度学习算法代码的上传
  • news模块:新闻信息查询、插入、推荐(Redis缓存+Dubbo消息通信)
  • user模块:用户信息的查询、更新(Guava缓存)
  • 其他:DB存放SQL DOC存放开发文档和配置使用说明 (MySQL+CentOS)

News_Classification (基于Python的深度学习分类系统)

  • classification模块:基于深度学习的文本分类器(基于Keras框架,包含模型训练、测试、评估、结果存储、数据分析)
  • spider模块:新闻爬虫模块(基于PyQuery,符合robots协议)

系统结构图

系统结构图

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