
得物算法工程师/专家(营销)
社招全职3年以上技术类地点:北京 | 上海状态:招聘
任职要求
1、本科以上学历优先,算法领域3年以上工作经验; 2、在机器学习、深度学习、因果推断等方面有较为丰富的研发经验, 并能在各种业务场景中进行合理的算法应用和部署; 3、熟悉机器学习常用算法模型原理,有一定的实践经验,包括但不限于LR,XGB,S-learner,X-learner、uplift tree等; 4、具有业务敏感度,并可以通过AB测试、营销分析对算法结果进行合理评估及优化; 5、有个性化优惠券、智能补贴、push算法、智能投放等领域经验者优先; 6、有因果推断、强化学习、运筹优化等相关经验者优先。
工作职责
1、参与搭建得物营销增长算法引擎; 2、结合算法与营销场景,构建智能化营销策略,并不断优化增长、留存及ROI; 3、理解常规的营销产品玩法,能使用体系化的营销分析框架,从数据中发现机制和算法的不足,并解决问题; 4、研究前沿算法技术,并工程化落地,应用于营销增长。
包括英文材料
学历+
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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.
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.
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.
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