字节跳动资深开发工程师-云原生AI方向
社招全职5年以上A206687B地点:杭州状态:招聘
任职要求
1、计算机相关专业,本科及以上学历,5年及以上开发经验,良好的编程能力,扎实的数据结构和算法功底; 2、熟悉至少一种主流的机器学习框架,例如:TensorFlow、PyTorch等; 3、熟悉至少一种深度学习模型及其应用场景,例如:LLM等; 4、熟悉AI场景和业务流程,有大规模训练和推理服务相关经验; 5、熟悉分布式架构体系和解决方案,有大规模云产品架构设计和性能优化相关经验。 加分项: 1、熟悉AI业务全流程,有端到端的业务实践经验; 2、有丰富的AI业务场景跟云原生技术结合的经验; 3、熟悉异构资源的管理和调优,例如:GPU、RDMA、高性能文件存储等。
工作职责
1、负责容器服务平台在AI领域的架构设计演进以及商业化产品开发,研究AI技术和场景跟云原生技术的结合; 2、负责容器服务平台针对AI业务的高性能、稳定性优化;结合机器学习、云原生、公有云架构,提升资源利用率; 3、提炼用户需求和打磨产品,调研国内外产品,让产品和技术具备业界领先的差异化竞争力; 4、关注云原生在AI方向的发展,构建AI云原生容器服务平台产品化能力。
包括英文材料
学历+
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.
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
大模型+
https://www.youtube.com/watch?v=xZDB1naRUlk
You will build projects with LLMs that will enable you to create dynamic interfaces, interact with vast amounts of text data, and even empower LLMs with the capability to browse the internet for research papers.
https://www.youtube.com/watch?v=zjkBMFhNj_g
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.
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