希音资深算法工程师/专家(活动选品/价格策略)-南京上海深圳
社招全职3年以上信息技术类地点:上海 | 南京 | 深圳状态:招聘
任职要求
1、必须具备: -3年及以上算法、机器学习、数据挖掘相关工作经验;有电商、零售、交易平台、供应链或定价策略相关经验优先。 -有价格弹性建模、促销响应建模、活动增量评估、动态定价、需求建模中的实际项目经验,且参与过真实业务落地。 -在以下方向中至少深入做过一类:因果推断 / uplift modeling/交叉价格弹性建模图建模 / 图表示学习 / 商品关系网络多任务学习。 -熟练使用 Python、SQL 进行大规模数据处理与建模,熟悉 pandas、numpy、sklearn、lightgbm/xgboost、PyTorch 或其他深度学习框架。…
登录查看完整任职要求
微信扫码,1秒登录
工作职责
资深算法/专家(活动选品/价格策略) ——江苏·南京市、上海市、广东·深圳市 一、 我们希望通过先进的算法模型,提升商品活动中的定价、选品和增量评估能力。本岗位将重点推动更高阶的需求建模与决策优化能力建设,解决以下核心问题: 如何更准确地估计商品价格弹性与促销响应; 如何区分活动带来的真实增量、流量溢出与替代蚕食; 如何挖掘商品间的互补、替代和连带关系,并应用于活动策略。 二、
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.
数据挖掘+
https://www.youtube.com/watch?v=-bSkREem8dM
Database vs Data Warehouse vs Data Lake
https://www.youtube.com/watch?v=7rs0i-9nOjo
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.
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.
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.
还有更多 •••