滴滴增长资深算法工程师(J250704017)
社招全职3年以上技术地点:北京状态:招聘
任职要求
1、本科/硕士及以上学历,计算机、数据科学、统计学、应用数学等相关专业优先,有机器学习、推荐系统、优化算法、因果推断、运筹优化等相关知识储备; 2、具备良好的沟通协作能力,数据驱动思维,逻辑清晰,能够主动推动跨团队合作,解决业务问题。 3,熟悉 Python/Java/C++,掌握 TensorFlow/PyTorch、Sklearn、Spark 等常见 AI 框架,有大规…
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工作职责
1、用户增长算法:基于信贷业务,结合用户画像、用户行为等构建用户增长策略及体系,通过流量运筹等手段实现高效用户拉新和促活; 2、流量算法:熟悉常用的流量优化模型,渠道优化模型,渠道运筹能力等。 3、营销算法:补贴及激励能力建设,持续优化ROI及营销效率,提升营销精准度; 4、信贷经营模型:理解信贷全流程,深入理解并挖掘信贷及多方数据,通过价格等手段提升用户转化。 5、大模型/AI 赋能营销:探索大模型(NLP、AIGC)在短信内容生成、AI 外呼话术优化、用户情绪识别等场景的应用,提升触达效率与用户体验;
包括英文材料
学历+
数据科学+
https://roadmap.sh/ai-data-scientist
Step by step roadmap guide to becoming an AI and Data Scientist
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.
推荐系统+
[英文] Recommender Systems
https://www.d2l.ai/chapter_recommender-systems/index.html
Recommender systems are widely employed in industry and are ubiquitous in our daily lives.
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/
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.
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.
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.
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.
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
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