阿里巴巴阿里国际站-用户增长 & Agent 应用算法工程师-杭州
社招全职2年以上技术类-算法地点:杭州状态:招聘♡ 收藏
工作描述
任职要求 1、具备用户增长相关工作经验:具备用户增长、广告投放、搜索推荐、Push / Email 触达、社媒增长、流量运营、会员增长或交易转化等相关场景经验,理解拉新、激活、留存、召回、转化、ROI、LTV、CAC 等核心增长指标;有跨境电商、B2B 平台、交易平台或广告平台经验者优先。 2、擅长一类或多类用户增长相关算法能力:具备以下一类或多类算法能力,并能结合业务场景解决实际增长问题: ①机器学习与推荐 / 广告算法:熟悉转化预估、排序、推荐、广告投放优化、竞价优化、预算分配、用户分层、意图识别、LTV 预估等方向; ②数据分析与因果推断:具备扎实的数据分析能力,能够通过 SQL / Python 完成指标拆解、实验分析、策略归因和效果评估;熟悉 A/B Test、因果推断、uplift modeling、DID、PSM、因果图等方法者优先; ③LLM / Agent 与多模态:理解 SFT、RLHF / RLAIF、CoT、Reasoning、RAG、Tool…
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包括英文材料
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/
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.
数据分析+
[英文] Data Analyst Roadmap
https://roadmap.sh/data-analyst
Step by step guide to becoming an Data Analyst in 2025
因果推断+
https://web.stanford.edu/~swager/causal_inf_book.pdf
How best to understand and characterize causality is an age-old question in philosophy.
SQL+
https://liaoxuefeng.com/books/sql/introduction/index.html
什么是SQL?简单地说,SQL就是访问和处理关系数据库的计算机标准语言。
https://sqlbolt.com/
Learn SQL with simple, interactive exercises.
https://www.youtube.com/watch?v=p3qvj9hO_Bo
In this video we will cover everything you need to know about SQL in only 60 minutes.
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.
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