小红书生成式推荐算法工程师
社招全职1-3年大模型地点:北京 | 上海状态:招聘
任职要求
1.研究生及以上学历,在机器学习、深度学习、强化学习、基础数学、统计数学等领域有着一定积累; 2.了解推荐,搜索以及广告等业务系统,并且一直对业务具备学习热情,做真正懂业务的算法工程师; 3.在国际顶级会议发表论文者优先,包括但不限于KDD、SIGIR、RecSys…
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工作职责
1.参与设计和实现生成式推荐中的序列生成模块,从Token生成/定义,模型实现,损失函数等多个点搭建序列生成模型; 2.以高MFU结构设计为目的,参与生成式推荐工程生态搭建,从数据流,特征,高效计算等多个方向进行优化; 3.在生成式推荐的基础上,重新定义用户兴趣提取模块,设计高效的长期/短期兴趣提取模块,设计Long-Context,Token compression等多种技术; 4.强化学习框架搭建,以用户体验和广告收入为目的,搭建强化学习框架,其中包含模型训练,业务指标Reward涉及,多样性,序列评估等多项工作。
包括英文材料
学历+
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
强化学习+
https://cloud.google.com/discover/what-is-reinforcement-learning?hl=en
Reinforcement learning (RL) is a type of machine learning where an "agent" learns optimal behavior through interaction with its environment.
https://huggingface.co/learn/deep-rl-course/unit0/introduction
This course will teach you about Deep Reinforcement Learning from beginner to expert. It’s completely free and open-source!
https://www.kaggle.com/learn/intro-to-game-ai-and-reinforcement-learning
Build your own video game bots, using classic and cutting-edge algorithms.
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/
还有更多 •••