字节跳动推荐算法工程师-抖音精选
社招全职A93542地点:上海状态:招聘
任职要求
1、具备优秀的编码能力,扎实的数据结构和算法功底; 2、有扎实的机器学习/深度学习理论和丰富的实践经验,熟悉至少一种主流深度学习编程框架; 3、熟悉C++和Python语言,熟悉Linux开发环境; 4、优秀的分析问题和解决问题的能力,对解决具有挑战性问题充满激情;善于沟通,工作积极主动,责任心强,具备良好的团队协作能力; 5、在顶级会议发表论文,或ACM/机器学习等竞赛获奖,或有大规模推荐系统、计算广告、搜索引擎等核心算法业务经验者优先。
工作职责
1、负责抖音精选业务推荐算法相关工作,与来自国内外顶级名校、有丰富业界经验的同学合作,共同搭建行业前沿的推荐系统,为用户提供一流的产品体验; 2、将前沿的机器学习技术应用到抖音精选的业务场景,为用户匹配到优质的视频提供好的内容体验,做好精选场景的用增,优化抖音精相关选场景内的生态问题; 3、研究方向包含且不局限于:深度学习、多任务学习、排序学习、多模态、LLM技术等,结合业务的实际问题来做好技术的探索和研究; 4、和产品、运营团队紧密合作,通过对产品和用户的深入理解和分析,制定算法策略促进抖音精选生态的长期繁荣发展。
包括英文材料
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/
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.
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.
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
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.
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