快手广告算法工程师-【流量策略方向】
社招全职2年以上D12755地点:北京状态:招聘
任职要求
1、计算机相关专业,硕士及以上学历,2年以上相关实际工作经验; 2、熟悉常用机器学习算法,对机器学习、概率统计、最优化、因果推断、强化学习等算法原理及应用,有扎实的基础; 3、熟悉C/C++、Java、Python等至少一门编程语言,有较强动手能力; 4、对数据敏感,有较强数据分析和解决问题能力。 加分项: 1、有互联网大型广告平台算法策略经验,或者搜索、推荐、客户增长等相关算法策略落地经验; 2、在ICML、NIPS、ICLR、KDD、SIGIR、WSDM、CIKM、Recsys等机器学习领域顶级会议或期刊以第一作者发表过文章,或者有相关的开源项目贡献经验优先。
工作职责
1、广告算法策略包含深度学习、强化学习、大数据、数据挖掘、并行优化、策略机制等多个方向,重点关注广告在流量侧的分发和变现效率提升; 2、负责机器学习的算法和模型开发,包括但不限于ctr/cvr建模、留存预估、强化学习、因果推断等算法模型; 3、分析海量用户行为数据和广告视频数据,挖掘有效特征与用户兴趣,优化广告召回、粗排、精排以及不同业务间的混排策略,提升商业化变现效率; 4、优化广告用户体验,探索冷启动、流量协同等方向; 5、在主流量场景外,优化激励广告、开屏广告、创作者等特殊广告位的商业化变现效率; 6、对机器学习尤其是深度学习前沿问题进行探索与研究,并结合应用场景快速实验和调优。
包括英文材料
学历+
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.
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.
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.
C+
https://www.freecodecamp.org/chinese/news/the-c-beginners-handbook/
本手册遵循二八定律。你将在 20% 的时间内学习 80% 的 C 编程语言。
https://www.youtube.com/watch?v=87SH2Cn0s9A
https://www.youtube.com/watch?v=KJgsSFOSQv0
This course will give you a full introduction into all of the core concepts in the C programming language.
https://www.youtube.com/watch?v=PaPN51Mm5qQ
In this complete C programming course, Dr. Charles Severance (aka Dr. Chuck) will help you understand computer architecture and low-level programming with the help of the classic C Programming language book written by Brian Kernighan and Dennis Ritchie.
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
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.
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.
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
ICML+
https://icml.cc/
ICLR+
https://iclr.cc/
WSDM+
https://www.wsdm-conference.org/
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