Translated:helicopter::rocket: A real-time product recommendation system built on Flink. Flink calculates product popularity and puts it into the Redis cache; it analyzes log information and puts user profile tags and real-time records into HBase. After a user initiates a recommendation request, the popularity ranking is re-ranked according to the user profile, and the two recommendation modules, collaborative filtering and tags, are combined to add associated products to each product in the newly generated ranking. Finally, a new user list is returned.
- flink
- recommander-system
- recommand
- flink-kafka
Recommendation Algorithm大规模推荐算法库，包含推荐系统经典及最新算法LR、Wide&Deep、DSSM、TDM、MIND、Word2Vec、Bert4Rec、DeepWalk、SSR、AITM，DSIN，SIGN，IPREC、GRU4Rec、Youtube_dnn、NCF、GNN、FM、FFM、DeepFM、DCN、DIN、DIEN、DLRM、MMOE、PLE、ESMM、ESCMM, MAML、xDeepFM、DeepFEFM、NFM、AFM、RALM、DMR、GateNet、NAML、DIFM、Deep Crossing、PNN、BST、AutoInt、FGCNN、FLEN、Fibinet、ListWise、DeepRec、ENSFM，TiSAS，AutoFIS等，包含经典推荐系统数据集criteo 、movielens等
本地私有、开源的自进化跨平台 AI 内容发现 Agent：先理解你，再主动从 B站、小红书、抖音、YouTube、X、知乎、Reddit、微博等平台与开放 Web 寻找内容。（支持 deepseek harness 插件） | Local-first open-source cross-platform AI content discovery agent: understands you, then proactively finds content across Bilibili, Xiaohongshu, Douyin, YouTube, X, Zhihu, Reddit, Weibo and the open web.（support deepseek harness plugin）
历史学习项目：Spark 电影推荐、爬虫、Web 与后台。新版持续开发见 cinematch-recommender。
- spark-mllib
- spark-streaming
- ssm-maven
- scrapy
A deep matching model library for recommendations & advertising. It's easy to train models and to export representation vectors which can be used for ANN search.
- dssm
- youtubednn
- mind
- collaborative-filtering
A framework for large scale recommendation algorithms.
Repository hosting code for "Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations" (https://arxiv.org/abs/2402.17152).
- actions-speak-louder-than-words
- recommendations
- recsys
- generative-recommenders