小红书推荐算法工程师-C2C业务
社招全职3-5年策略算法地点:上海 | 深圳状态:招聘
任职要求
1、计算机/统计学/机器学习相关专业,硕士及以上; 2、3 年以上推荐算法经验,有完整的工业级落地项目,对工程架构有审美,而不是为了需求而开发; 3、熟悉主流排序模型(DIN/DIEN/Transformer/MMoE…
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工作职责
【业务背景】负责 C2C 推荐场景的算法建设,小红书 C2C 不同于传统电商——卖家是个人、商品是非标品、供给是浅库存甚至孤品,且具有真人感和高信任。 工作职责: 1、在社区 feed 中识别有交易意图的用户,构建买家-卖家匹配模型(不仅匹配商品,还匹配卖家的可信度、响应速度、服务质量),实现"种草即交易"; 2、针对 C2C 浅库存/孤品、供需不平衡特色,设计动态供给感知机制和流量分配策略——供给随时变化,推荐策略需实时响应; 3、优化 CTR/CVR 预估模型,应用多任务学习,解决 C2C 场景特有的冷启动(新卖家、新品类)和稀疏交互问题; 4、探索大模型在 C2C 推荐中的应用:用户交易意图理解、非标品语义匹配、跨域表征。
包括英文材料
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
算法+
https://roadmap.sh/datastructures-and-algorithms
Step by step guide to learn Data Structures and Algorithms in 2025
https://www.hellointerview.com/learn/code
A visual guide to the most important patterns and approaches for the coding interview.
https://www.w3schools.com/dsa/
Transformer+
https://huggingface.co/learn/llm-course/en/chapter1/4
Breaking down how Large Language Models work, visualizing how data flows through.
https://poloclub.github.io/transformer-explainer/
An interactive visualization tool showing you how transformer models work in large language models (LLM) like GPT.
https://www.youtube.com/watch?v=wjZofJX0v4M
Breaking down how Large Language Models work, visualizing how data flows through.
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