推薦系統之召回-粗排-精排綜述

目錄

零、參考資料

1、召回

2、粗排

3、ctr模型

4、cvr模型

一、召回

二、粗排

三、ctr模型

四、cvr模型

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零、參考資料

1、召回

召回總結：推薦系統召回策略之多路召回與Embedding召回

https://blog.csdn.net/luanfenlian0992/article/details/107416438?ops_request_misc=%25257B%252522request%25255Fid%252522%25253A%252522160817610916780265392739%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fall.%252522%25257D&request_id=160817610916780265392739&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~first_rank_v2~rank_v29-8-107416438.first_rank_v2_pc_rank_v29&utm_term=%E5%8F%AC%E5%9B%9E

 

推薦書籍：深度學習推薦系統

https://www.zhihu.com/question/387445184

 

推薦系統 embedding 技術實踐總結

https://zhuanlan.zhihu.com/p/143763320

 

2、粗排

https://blog.csdn.net/c9Yv2cf9I06K2A9E/article/details/108162059?ops_request_misc=%25257B%252522request%25255Fid%252522%25253A%252522160819308516780258076529%252522%25252C%252522scm%252522%25253A%25252220140713.130102334..%252522%25257D&request_id=160819308516780258076529&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~sobaiduend~default-1-108162059.first_rank_v2_pc_rank_v29&utm_term=%E7%B2%97%E6%8E%92

 

3、ctr模型

https://blog.csdn.net/xzz_hust/article/details/102873312?ops_request_misc=%25257B%252522request%25255Fid%252522%25253A%252522160819432016780258028017%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fall.%252522%25257D&request_id=160819432016780258028017&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~first_rank_v2~rank_v29-10-102873312.first_rank_v2_pc_rank_v29&utm_term=ctr

 

https://blog.csdn.net/liangwqi/article/details/102553304?ops_request_misc=%25257B%252522request%25255Fid%252522%25253A%252522160819432016780258028017%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fall.%252522%25257D&request_id=160819432016780258028017&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~first_rank_v2~rank_v29-11-102553304.first_rank_v2_pc_rank_v29&utm_term=ctr

 

4、cvr模型

阿里CVR預估模型之ESMM：https://zhuanlan.zhihu.com/p/57481330

CVR深度優化：https://zhuanlan.zhihu.com/p/124645377

 

一、召回

 

 

二、粗排

 

 

三、ctr模型

 

 

四、cvr模型