Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.
Awesome Lists | Featured Topics | Projects
https://github.com/wangshusen/RecommenderSystem

Last synced: 3 months ago
JSON representation
Host: GitHub
URL: https://github.com/wangshusen/RecommenderSystem
Owner: wangshusen
Created: 2022-04-13T15:20:29.000Z (over 2 years ago)
Default Branch: main
Last Pushed: 2024-02-07T11:55:31.000Z (9 months ago)
Last Synced: 2024-07-26T12:44:08.377Z (4 months ago)
Size: 23.2 MB
Stars: 2,032
Watchers: 26
Forks: 310
Open Issues: 6
Metadata Files:
- Readme: README.md
Awesome Lists containing this project

StarryDivineSky - wangshusen/RecommenderSystem
README

        # 工业界的推荐系统

1. **概要** [[讲义](https://github.com/wangshusen/RecommenderSystem/blob/main/Notes/01_Basics.pdf)]

    * 推荐系统的基本概念

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/01_Basics_01.pdf)]

    [[YouTube](https://youtu.be/5dTOPen28ts)]

    [[B站](https://www.bilibili.com/video/BV1PS4y1A7za)].

    * 推荐系统的链路

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/01_Basics_02.pdf)]

    [[YouTube](https://youtu.be/HMcCaG9RmnU)]

    [[B站](https://www.bilibili.com/video/BV1hF411M7b5)].

    * AB测试

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/01_Basics_03.pdf)]

    [[YouTube](https://youtu.be/7Jz3VY8SCR4)]

    [[B站](https://www.bilibili.com/video/BV1J44y1o7gf)].

    

2. **召回**

    

    * 基于物品的协同过滤（ItemCF）

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/02_Retrieval_01.pdf)]

    [[YouTube](https://youtu.be/QtmunNLeDvo)]

    [[B站](https://www.bilibili.com/video/BV1mA4y1Q7RN)].

    

    * Swing模型

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/02_Retrieval_02.pdf)]

    [[YouTube](https://youtu.be/DUUMNTDuJ3Q)]

    [[B站](https://www.bilibili.com/video/BV1DA4y1Q7rB)].

    

    * 基于用户的协同过滤（UserCF）

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/02_Retrieval_03.pdf)]

    [[YouTube](https://youtu.be/7O9zFMNdrZ8)]

    [[B站](https://www.bilibili.com/video/BV1HY4y1Y7P1)].

    

    * 离散特征处理

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/02_Retrieval_04.pdf)]

    [[YouTube](https://youtu.be/Wiqfn0BIcJs)]

    [[B站](https://www.bilibili.com/video/BV1pS4y1a7QT)].

    

    * 矩阵补充

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/02_Retrieval_05.pdf)]

    [[YouTube](https://youtu.be/phpIjr8_C7g)]

    [[B站](https://www.bilibili.com/video/BV1b34y1e7En)].

    

    * 双塔模型：模型和训练

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/02_Retrieval_06.pdf)]

    [[YouTube](https://youtu.be/2Mc10LZ-DB0)]

    [[B站](https://www.bilibili.com/video/BV1YA4y1D75Q)].

    

    * 双塔模型：正负样本

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/02_Retrieval_07.pdf)]

    [[YouTube](https://youtu.be/KOpl2cJyKOg)]

    [[B站](https://www.bilibili.com/video/BV133411T7ue)].

    

    * 双塔模型：线上服务

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/02_Retrieval_08.pdf)]

    [[YouTube](https://youtu.be/3qOvHfW1A-8)]

    [[B站](https://www.bilibili.com/video/BV1KY4y1h73Y)].

    * 双塔模型+自监督学习

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/02_Retrieval_09.pdf)]

    [[YouTube](https://youtu.be/Ra3MVhneR9E)]

    [[B站](https://www.bilibili.com/video/BV1v24y1B7JH)].

    

    * Deep Retrieval 召回

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/02_Retrieval_10.pdf)]

    [[YouTube](https://youtu.be/BYtzZ48hRFM)]

    [[B站](https://www.bilibili.com/video/BV1Fu4y1b7PL)].

    

    * 其它召回通道

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/02_Retrieval_11.pdf)]

    [[YouTube](https://youtu.be/7CKBjx7bw7k)]

    [[B站](https://www.bilibili.com/video/BV1m5411R7nd)].

    * 曝光过滤

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/02_Retrieval_12.pdf)]

    [[YouTube](https://youtu.be/cM76ZbkqrFU)]

    [[B站](https://www.bilibili.com/video/BV1sa4y137LF)]

3. **排序**

    * 多目标排序模型

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/03_Rank_01.pdf)]

    [[YouTube](https://youtu.be/kY4W46MQqsg)]

    [[B站](https://www.bilibili.com/video/BV19t4y1p7UM)].

    

    * Multi-gate Mixture-of-Experts (MMoE)

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/03_Rank_02.pdf)]

    [[YouTube](https://youtu.be/JIEwaPARjfk)]

    [[B站](https://www.bilibili.com/video/BV14Y411M74v)].

    

    * 预估分数融合

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/03_Rank_03.pdf)]

    [[YouTube](https://youtu.be/D2iqM2puJ2I)]

    [[B站](https://www.bilibili.com/video/BV1YT411578u)].

    

    * 播放时长建模

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/03_Rank_04.pdf)]

    [[YouTube](https://youtu.be/SiyvcJzr2bg)]

    [[B站](https://www.bilibili.com/video/BV1394y1277M)].

    

    * 推荐系统的特征

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/03_Rank_05.pdf)]

    [[YouTube](https://youtu.be/J7N4xjqg0rk)]

    [[B站](https://www.bilibili.com/video/BV1gN4y157TM)].

    

    * 粗排三塔模型

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/03_Rank_06.pdf)]

    [[YouTube](https://youtu.be/0CvouPv47SA)]

    [[B站](https://www.bilibili.com/video/BV1Dd4y1m7KT)].

    

4. **交叉结构**

    

    * Factorized Machine (FM)

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/04_Cross_01.pdf)]

    [[YouTube](https://youtu.be/exVPXVFPMDk)]

    [[B站](https://www.bilibili.com/video/BV15V4y1x7Ht)].

    

    * Deep & Cross Network (深度交叉网络)

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/04_Cross_02.pdf)]

    [[YouTube](https://youtu.be/yNeRO5m63JQ)]

    [[B站](https://www.bilibili.com/video/BV1LP411L7Z2)].

    

    * LHUC

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/04_Cross_03.pdf)]

    [[YouTube](https://youtu.be/TxIedW94hu0)]

    [[B站](https://www.bilibili.com/video/BV1jU4y1z7Tc)].

    

    * SENet & FiBiNET

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/04_Cross_04.pdf)]

    [[YouTube](https://youtu.be/nF37qtNvw1E)]

    [[B站](https://www.bilibili.com/video/BV1SY4y1M7bD)].

5. **用户行为序列建模** 

    * 用户行为序列特征

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/05_LastN_01.pdf)]

    [[YouTube](https://youtu.be/Stbc9goPKXQ)]

    [[B站](https://www.bilibili.com/video/BV1GG4y1B7Yh)].

    

    * DIN 模型

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/05_LastN_02.pdf)]

    [[YouTube](https://youtu.be/0hPep80Oy6k)]

    [[B站](https://www.bilibili.com/video/BV1bT411T7u4)].

        

    * SIM 模型

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/05_LastN_03.pdf)]

    [[YouTube](https://youtu.be/_4J9aF5KR84)]

    [[B站](https://www.bilibili.com/video/BV1Ze4y1B7JL)].

6. **多样性** [[讲义](https://github.com/wangshusen/RecommenderSystem/blob/main/Notes/06_Rerank.pdf)]

    

    * 多样性的度量

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/06_Rerank_01.pdf)]

    [[YouTube](https://youtu.be/uCIlk7N1dvk)]

    [[B站](https://www.bilibili.com/video/BV1ne4y1v7mC)].

    

    * MMR 算法

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/06_Rerank_02.pdf)]

    [[YouTube](https://youtu.be/tCa4yackga0)]

    [[B站](https://www.bilibili.com/video/BV1dV4y1V7Kg)].

    

    * 规则约束

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/06_Rerank_03.pdf)]

    [[YouTube](https://youtu.be/84kK1h0FS3Y)]

    [[B站](https://www.bilibili.com/video/BV1om4y1F7y5)].

    

    * DPP：数学基础

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/06_Rerank_04.pdf)]

    [[YouTube](https://youtu.be/HjpJeUSekKs)]

    [[B站](https://www.bilibili.com/video/BV1re411F7cp)].

    

    * DPP：多样性算法

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/06_Rerank_05.pdf)]

    [[YouTube](https://youtu.be/wi8xVHiZZr4)]

    [[B站](https://www.bilibili.com/video/BV1Md4y1c7uB)].

7. **物品冷启动** [[讲义](https://github.com/wangshusen/RecommenderSystem/blob/main/Notes/07_ColdStart.pdf)]

	 * 评价指标

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/07_ColdStart_01.pdf)]

    [[YouTube](https://youtu.be/EEQ4qwjezRc)]

    [[B站](https://www.bilibili.com/video/BV1eZ4y1a7tG)].

	 	 

    * 简单的召回通道

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/07_ColdStart_02.pdf)]

    [[YouTube](https://youtu.be/lboewzsA8DU)]

    [[B站](https://www.bilibili.com/video/BV1HY4y157Ri)].

    * 聚类召回

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/07_ColdStart_03.pdf)]

    [[YouTube](https://youtu.be/Tm4SlB9A8BQ)]

    [[B站](https://www.bilibili.com/video/BV1YT4y1q7zC)].

    

    * Look-Alike人群扩散

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/07_ColdStart_04.pdf)]

    [[YouTube](https://youtu.be/pjmRo8Uzzqg)]

    [[B站](https://www.bilibili.com/video/BV1U5411X7ud)].

    

    * 流量调控

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/07_ColdStart_05.pdf)]

    [[YouTube](https://youtu.be/QGD-1Feq1ZQ)]

    [[B站](https://www.bilibili.com/video/BV1vS4y1z7sC)].

    

    * 冷启动的AB测试

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/07_ColdStart_06.pdf)]

    [[YouTube](https://youtu.be/oEUi4mSAv8Q)]

    [[B站](https://www.bilibili.com/video/BV12341137Cq)].

8. **涨指标的方法** [[参考文献](https://arxiv.org/abs/2308.01204)]

    * 概述

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/08_Improvement_01.pdf)]

    [[YouTube](https://youtu.be/YptRKEZZ0gY)]

    [[B站](https://www.bilibili.com/video/BV1fc41167jK)].

    * 召回

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/08_Improvement_02.pdf)]

    [[YouTube](https://youtu.be/imi73gPNCFA)]

    [[B站](https://www.bilibili.com/video/BV13H4y127Tt)].

    

    * 排序

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/08_Improvement_03.pdf)]

    [[YouTube](https://youtu.be/2lXflLLEwfA)]

    [[B站](https://www.bilibili.com/video/BV1fQ4y1G72F)].

    

    * 多样性

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/08_Improvement_04.pdf)]

    [[YouTube](https://youtu.be/wW_BZ11hXOY)]

    [[B站](https://www.bilibili.com/video/BV1eN4y1z7vs)].

    * 特殊人群

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/08_Improvement_05.pdf)]

    [[YouTube](https://youtu.be/2hcM-jV84ho)]

    [[B站](https://www.bilibili.com/video/BV15g4y1m7P4)].

    * 交互行为

    [[slides](https://github.com/wangshusen/RecommenderSystem/blob/main/Slides/08_Improvement_06.pdf)]

    [[YouTube](https://youtu.be/CUpwivLDgEA)]

    [[B站](https://www.bilibili.com/video/BV1tg4y127rS)].