快手推荐算法工程师
校招全职J1005地点:杭州 | 北京状态:招聘
任职要求
1、硕士及以上学历,计算机、数学或统计学相关专业; 2、熟悉Linux、C++、Java或Python,优秀的编码能力,扎实的数据结构和算法功底; 3、具有推荐系统、机器学习、数据挖掘或者自然语言理解等相关领域知识; 4、善于阅读文献,快速学习,具备优秀的分析和解决问题的能力,良好的沟通协作能力。 加分项: 1、有推荐系统、机器学习、信息检索、自然语言理解、计算广告学及算法博弈论相关领域研究或实习经验; 2、有实际线上的高并发架构开发和调优的经验; 3、在SIGKDD、ICML、NIPS、WSDM、WWW、ACL、RECSYS等相关国际顶级会议上有文献发表; 4、有ICPC、Topcoder Algorithm或类似算法竞赛经历者优先。 *本岗位(北京)简历稀缺。
工作职责
1、参与亿级用户规模的视频推荐优化,提升停留时长、点击率、留存率等核心指标; 2、参与机器学习、深度学习领域的技术研发工作,包括但不限于深度模型设计与优化、强化学习、迁移学习、图神经网络等的算法和系统研发等; 3、分析海量用户行为数据和视频数据,增加有效的特征,挖掘用户兴趣,优化排序机制; 4、通过超大规模机器学习模型和系统,使用先进的检索和排序手段,优化社区生态,优化快手短视频推荐效果; 5、针对海量用户行为数据,提供分布式的算法实现的解决方案,大幅提升算法计算规模和性能; 6、参与搭建推荐系统框架,提供高并发,大数据,高效可靠的线上服务; 7、参与全域流量博弈的机制设计,协助拓展业务边界; 8、参与前沿问题探索与研究,结合实际应用场景,提供全面的技术解决方案。
包括英文材料
学历+
Linux+
https://ryanstutorials.net/linuxtutorial/
Ok, so you want to learn how to use the Bash command line interface (terminal) on Unix/Linux.
https://ubuntu.com/tutorials/command-line-for-beginners
The Linux command line is a text interface to your computer.
https://www.youtube.com/watch?v=6WatcfENsOU
In this Linux crash course, you will learn the fundamental skills and tools you need to become a proficient Linux system administrator.
https://www.youtube.com/watch?v=v392lEyM29A
Never fear the command line again, make it fear you.
https://www.youtube.com/watch?v=ZtqBQ68cfJc
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.
数据结构+
https://www.youtube.com/watch?v=8hly31xKli0
In this course you will learn about algorithms and data structures, two of the fundamental topics in computer science.
https://www.youtube.com/watch?v=B31LgI4Y4DQ
Learn about data structures in this comprehensive course. We will be implementing these data structures in C or C++.
https://www.youtube.com/watch?v=CBYHwZcbD-s
Data Structures and Algorithms full course tutorial java
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/
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.
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
信息检索+
https://nlp.stanford.edu/IR-book/information-retrieval-book.html
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press. 2008.
高并发+
https://www.baeldung.com/concurrency-principles-patterns
In this tutorial, we’ll discuss some of the design principles and patterns that have been established over time to build highly concurrent applications.
https://www.baeldung.com/java-concurrency
Handling concurrency in an application can be a tricky process with many potential pitfalls. A solid grasp of the fundamentals will go a long way to help minimize these issues.
https://www.oreilly.com/library/view/concurrency-in-go/9781491941294/
You’ll understand how Go chooses to model concurrency, what issues arise from this model, and how you can compose primitives within this model to solve problems.
https://www.oreilly.com/library/view/modern-concurrency-in/9781098165406/
With this book, you'll explore the transformative world of Java 21's key feature: virtual threads.
https://www.youtube.com/watch?v=qyM8Pi1KiiM
https://www.youtube.com/watch?v=wEsPL50Uiyo
ICML+
https://icml.cc/
NeurIPS+
https://neurips.cc/
WSDM+
https://www.wsdm-conference.org/
RecSys+
[英文] Recommender Systems
https://recsys.acm.org/
This site contains information about the ACM Recommender Systems community, the annual ACM RecSys conferences, and more.
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