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SpringBoot搭建JavaWeb前后端,Elasticsearch实现搜索服务,Spark Mllib实现推荐系统

Java 97.61% TSQL 1.21% CSS 0.16% HTML 0.24% PHP 0.64% Go 0.07% Python 0.06% ASP 0.01% Shell 0.01%

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recommendSearch

#SpringBoot搭建JavaWeb前后端,ES实现搜索服务,Spark Mllib实现推荐系统

  1. 利用SpringBoot及Mybatis框架搭建JavaWeb工程,MySQL做数据库,druid做数据库连接池
  2. 用户服务,运营后台服务及商户服务的后端模块设计搭建
  3. 封装通用返回和通用异常; Spring AOP捕获异常并进行统一异常处理及进行鉴权接入管理
  4. 利用ELK组件(Elasticsearch+Logstash+Kibana)构建搜索服务,实现类别相关性搜索功能
  5. 基于canal消息管道中间件完成准实时增量索引接入
  6. 利用Spark Mllib的ALS算法实现召回体系,LR算法实现排序体系,实现推荐服务
  7. 优化推荐服务,使用GBDT实现点击率预估模型,使用AB Test评估算法质量

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