字节跳动广告投放架构高级工程师-Global Ads Infra Ranking方向
社招全职A203730地点:北京状态:招聘
任职要求
1、本科及以上学历,计算机、软件工程等相关专业,具备扎实的计算机基础; 2、熟悉C++/Golang/Java中的至少一门编程语言; 3、熟悉Linux操作系统和开发环境,有良好的数据结构、算法基础和系统设计能力; 4、对高性能在线服务、分布式计算、大规模存储、机器学习中的一项或多项有深入的理解和认识; 5、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; 6、具备互联网广告系统、搜索引擎、个性化推荐系统排序架构开发经验者优先。
工作职责
1、召回、粗排、精排架构,与算法团队合作,设计并实现包括:ANN召回算法架构、GPU召回算法架构等,解决海量候选场景下的广告排序问题。支撑亿级广告候选排序、优化模型分发速度、提升在线的推理性能、探索业内最新算法的工程落地等,助力业务指标增长; 2、预估与策略平台与架构,设计和实现模型部署和资源调度平台,提升模型资源利用率;设计和实现通用的排序策略框架,通过DSL、图化架构、图编译优化、行列存储数据结构等技术,落地高性能、易使用的排序策略框架,提升排序系统的迭代效率和性能; 3、算力调度平台与架构,设计并实现广告投放系统的延迟、降级、限流、算力分配的自动化、一体化平台和架构,提升广告系统的变现效率和系统稳定性; 4、排序业务工程,基于广告业务特点,设计并实现排序业务架构,包括排序近线系统、LLM模型推理框架、AIGC创意生成框架等。
包括英文材料
学历+
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
Go+
https://www.youtube.com/watch?v=8uiZC0l4Ajw
学习Golang的完整教程!从开始到结束不到一个小时,包括如何在Go中构建API的完整演示。没有多余的内容,只有你需要知道的知识。
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.
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
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/
系统设计+
https://roadmap.sh/system-design
Everything you need to know about designing large scale systems.
https://www.youtube.com/watch?v=F2FmTdLtb_4
This complete system design tutorial covers scalability, reliability, data handling, and high-level architecture with clear explanations, real-world examples, and practical strategies.
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.
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...
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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