蚂蚁金服蚂蚁集团-AI Infra 训练系统高级技术专家-上海
社招全职3年以上技术类-开发地点:上海状态:招聘
工作描述
任职要求 1、具备扎实的计算机系统基础,在分布式系统、高性能计算、机器学习系统或计算机体系结构等方向有深入积累; 2、精通 Python、C++ 中至少一种语言,具备复杂系统架构设计和核心模块研发能力; 3、深入理解 PyTorch 运行机制,对自动微分、计算图、分布式通信、并行训练和显存管理有系统认识; 4、深入理解 Megatron-LM、FSDP、DeepSpeed、verl 等训练框架中的一种或多种,能够分析其核心架构与性能边界; 5、熟悉大规模分布式训练中的通信、计算、显存和存储瓶颈,能够完成跨层性能分析与优化; 6、熟悉 NCCL/HCCL、RDMA、集合通信算法、通信计算重叠或大规模网络拓扑; 7、具备复杂技术问题的抽象能力,能够从局部现象识别系统性根因,并形成可演进的解决方案; 8、具备较强…
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包括英文材料
分布式系统+
https://www.distributedsystemscourse.com/
The home page of a free online class in distributed systems.
https://www.youtube.com/watch?v=7VbL89mKK3M&list=PLOE1GTZ5ouRPbpTnrZ3Wqjamfwn_Q5Y9A
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.
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.
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
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.
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.
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