wziji / Deep_ctr
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点击预估模型
1. Recall
2. Rank
3. Multi-Task
4. Recall_ANN
算法 | 开源地址 | 公众号文章介绍 |
---|---|---|
Annoy | https://github.com/spotify/annoy | Annoy最近邻检索技术之 “图片检索” |
Faiss | https://github.com/facebookresearch/faiss |
代码参考
待学习及分享
Recall
Controllable Multi-Interest Framework for Recommendation, 代码:https://github.com/THUDM/ComiRec
Pre-Rank
COLD: Towards the Next Generation of Pre-Ranking System
Rank
DIN:Deep Interest Network for Click-Through Rate Prediction
DIEN:Deep Interest Evolution Network for Click-Through Rate Prediction, 代码: https://github.com/mouna99/dien
MIMN:Practice on Long Sequential User Behavior Modeling for Click-Through Rate Prediction
Search-based Interest Model:Search-based User Interest Modeling with Lifelong Sequential Behavior Data for Click-Through Rate Prediction
Multi-Task
YouTube,2019: Recommending What Video to Watch Next-A Multitask Ranking System
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