美团营销补贴算法专家
社招全职5年以上核心本地商业-业务研发平台地点:北京状态:招聘
任职要求
1.数学、统计、运筹学、计算机或者相关专业硕士及以上学历,5年及以上工作经验 ; 2.熟练掌握因果推断常见算法模型原理,包括但不限于Meta-Learner、Tree-based Model、DML、NN等; 3.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,并能在多业务场景中进行合理的算法应用和部署; 4.熟悉使用Hive/Spark/Hadoop等大数据工具,熟悉TensorFlow/PyTorch等框架,有深度学习实际项目经验; 5.具有一定的业务敏感度,具有创新精神和理论结合实践的能力,有主动思考和学习的驱动力, 乐于与业务共同成就和成长; 6.优秀的分析问题、解决问题能力和团队合作意识,对挑战性问题充满激情。
工作职责
1.营销补贴系统相关的算法实现和分析,跟进具体营销场景的策略方案的设计以及落地,提升营销预算ROI,对效果负责; 2.从用户全生命周期角度,构建业务营销增长算法策略体系(拉新、促活、流失召回、提频、人群细分、人货权益匹配等); 3.负责营销补贴算法体系的建设和优化,与业务团队密切配合,通过算法策略不断提升营销补贴效率。 4.结合业务特点,选择前沿算法技术,规划可落地的技术方案。
包括英文材料
学历+
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.
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.
Hive+
[英文] Hive Tutorial
https://www.tutorialspoint.com/hive/index.htm
Hive is a data warehouse infrastructure tool to process structured data in Hadoop. It resides on top of Hadoop to summarize Big Data, and makes querying and analyzing easy.
https://www.youtube.com/watch?v=D4HqQ8-Ja9Y
Spark+
[英文] Learning Spark Book
https://pages.databricks.com/rs/094-YMS-629/images/LearningSpark2.0.pdf
This new edition has been updated to reflect Apache Spark’s evolution through Spark 2.x and Spark 3.0, including its expanded ecosystem of built-in and external data sources, machine learning, and streaming technologies with which Spark is tightly integrated.
Hadoop+
https://www.runoob.com/w3cnote/hadoop-tutorial.html
Hadoop 为庞大的计算机集群提供可靠的、可伸缩的应用层计算和存储支持,它允许使用简单的编程模型跨计算机群集分布式处理大型数据集,并且支持在单台计算机到几千台计算机之间进行扩展。
[英文] Hadoop Tutorial
https://www.tutorialspoint.com/hadoop/index.htm
Hadoop is an open-source framework that allows to store and process big data in a distributed environment across clusters of computers using simple programming models.
大数据+
https://www.youtube.com/watch?v=bAyrObl7TYE
https://www.youtube.com/watch?v=H4bf_uuMC-g
With all this talk of Big Data, we got Rebecca Tickle to explain just what makes data into Big Data.
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
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