小红书品牌广告算法工程师-商业算法
社招全职1-3年策略算法地点:上海 | 北京 | 杭州状态:招聘
任职要求
1、计算机相关专业,硕士以上学历, 3年以上工作经验; 2、在机器学习、数据挖掘、NLP、搜推广系统、运筹优化等一个或多个算法领域有扎实的理论基础和丰富的研发经验,对算法原理及应用有较深入的理解; 3、具有很强的编程能力,至少熟练java/python/golang/c++其中一种开发语言,熟练掌握tensorflow/…
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工作职责
团队介绍:负责品牌、种草、下载广告在小红书站内的投放优化,致力于打造一流的商业化系统链路、模型能力和机制策略。 工作职责:(满足以下任一即可) 1、负责品牌广告库存预估与在线分配算法的迭代优化,在保障品牌客户履约的前提下提升整体系统投放效率; 2、负责品牌广告出价体系的建模与调控算法迭代,深入理解品牌客户的预算节奏与效果化诉求,通过算法帮助客户实现品牌营销效率最大化; 3、深入优化品牌广告精排层的 CTR / CVR 模型,构建面向品牌目标(曝光质量、互动深度、心智渗透)的特征体系与评估框架,全面优化品牌广告投放效果; 4、负责探索大模型(LLM / 多模态)与品牌广告的结合应用,重点攻关创意内容的智能理解、用户品牌认知的深度建模,以及品牌投放全链路的智能决策,推动业界前沿技术在品牌场景的落地。
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.
数据挖掘+
https://www.youtube.com/watch?v=-bSkREem8dM
Database vs Data Warehouse vs Data Lake
https://www.youtube.com/watch?v=7rs0i-9nOjo
NLP+
https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S
Welcome to Zero to Hero for Natural Language Processing using TensorFlow!
https://www.youtube.com/watch?v=R-AG4-qZs1A&list=PLeo1K3hjS3uuvuAXhYjV2lMEShq2UYSwX
Natural Language Processing tutorial for beginners series in Python.
https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4
The foundations of the effective modern methods for deep learning applied to NLP.
运筹优化+
https://medium.com/gousto-engineering-techbrunch/an-introduction-to-operations-research-5a9e898b6c60
Operations research (OR) is a scientific approach to determining the optimal solution to a defined business problem.
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/
Java+
https://www.youtube.com/watch?v=eIrMbAQSU34
Master Java – a must-have language for software development, Android apps, and more! ☕️ This beginner-friendly course takes you from basics to real coding skills.
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
Go+
https://www.youtube.com/watch?v=8uiZC0l4Ajw
学习Golang的完整教程!从开始到结束不到一个小时,包括如何在Go中构建API的完整演示。没有多余的内容,只有你需要知道的知识。
还有更多 •••