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userportrait's Introduction

UserPortrait

基于Flink的用户画像系统

  主要基于用户行为数据为用户每个打上年代标签、手机运营商标签、邮件运营商标签、用户败家指数标签和潮男潮女族标签等,并使用逻辑回归算法预测用户性别从而填补用户性别信息空缺值,使用K-Means算法实现用户分群等需求,最终将画像标签数据存入数据仓库。

  如下是基于Flink的用户画像系统架构图:

基于Flink的用户画像系统架构图

  如下是基于Flink的用户画像数据来源图:

基于Flink的用户画像数据来源图

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