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计算广告/推荐系统/机器学习(Machine Learning)/点击率(CTR)/转化率(CVR)预估/点击率预估

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推荐系统/计算广告

说明：记录自己学习笔记

RoadMap

推荐系统基础

(待补充)

推荐系统基础

(待补充)

统计学习模型

  • LR
  • FFM
  • GBDT
  • GBDT+LR
  • MLR

深度学习模型

  • (待完善)
  • Wide&Deep
  • Deepfm
  • PNN

强化学习模型

  • (待补充)
  • Bid相关

与图像/NLP/知识图谱的结合

  • (待完善)
  • 与图像的结合
  • 与NLP的结合
  • 与知识图谱的结合

相关比赛

(待补充)

框架工具

  • (待完善)
  • Hadoop
  • Spark
  • Tensorflow
  • Xgboot
  • Lightgbm
  • Libffm
  • X-learn

推荐阅读(待补充)

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计算广告/推荐系统/机器学习(Machine Learning)/点击率(CTR)/转化率(CVR)预估/点击率预估

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