参考资料 · 业务场景¶
Reference · 速查
推荐系统¶
- Deep Neural Networks for YouTube Recommendations (2016, paper - Google) —— YouTube 双塔奠基。
- Wide & Deep Learning for Recommender Systems (2016, paper - Google) —— Wide & Deep 经典。
- The Netflix Recommender System (2015, paper) —— Netflix 推荐系统综述。
- Pinterest PinSage (2018, paper - SIGKDD) —— GNN 推荐工业部署。
RAG / LLM 场景¶
- Anthropic - Building Effective Agents (2024, blog) —— Workflow vs Agent 何时用。
- OpenAI - Practices for Governing Agentic AI Systems (2023, blog) —— Agentic AI 治理。
欺诈检测 / 风控¶
- Stripe Radar (blog) —— Stripe 风控产品视角。
- Real-Time Fraud Detection at Uber (blog) —— Uber 风控平台。
CDP / 用户分群¶
- Segment Customer Data Platform (official-doc) —— CDP 商业典范。
- Snowplow Analytics (official-doc) —— 开源行为数据 CDP。
BI / 仪表盘¶
- The Data Engineer's Guide to Apache Spark for ETL/ELT (book) —— Spark ELT 实战。
待补：各场景的完整工业案例链接（Netflix Bi / Uber CDP / 阿里推荐等）；多模检索流水线综述