腾讯微信视频号直播-推荐算法高级工程师-生态方向(深圳)
社招全职微信技术地点:广州状态:招聘
任职要求
1.具备敏锐的业务思维和扎实的机器学习技术功底,能够敏捷地发现和分析业务问题,运用合理的技术解决问题; 2.熟练掌握 C++、Python 和 SQL 等语言,动手能力强; 3.对挑战性问题充满热情;具备良好的沟通能力和团队协作能力;工作积极主动、责任心强; 4.工作地点:广州或深圳。 加分项 1.有推荐系统、广告系统、搜索系统经验者优先; 2.有直播推荐业务经验者优先; 3.有推荐系统冷启动业务经验者优先。
工作职责
1.深入理解业务和机器学习技术,运用合理的建模和策略方法来解决直播生态的问题,优化召/粗/精/混链路,持续提升内容分发效率和高质量的开播规模; 2.深入理解直播生态中的用户和作者需求,优化推荐模型的基础质量和作者激励机制,平衡用户的观看体验和作者的开播体验,持续促进内容供求的双端良性发展。
包括英文材料
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.
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
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.
SQL+
https://liaoxuefeng.com/books/sql/introduction/index.html
什么是SQL?简单地说,SQL就是访问和处理关系数据库的计算机标准语言。
https://sqlbolt.com/
Learn SQL with simple, interactive exercises.
https://www.youtube.com/watch?v=p3qvj9hO_Bo
In this video we will cover everything you need to know about SQL in only 60 minutes.
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.
广告系统+
https://github.com/InteractiveAdvertisingBureau/openrtb2.x
Real-time Bidding (RTB) is a way transacting media that allows an individual ad impression to be put up for bid in real-time.
https://people.eecs.berkeley.edu/~jfc/DataMining/SP12/lecs/lec12.pdf
https://wnzhang.net/teaching/ee448/slides/11-computational-ads.pdf
If a bidder bids higher than his true value, then...
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