美团【北斗实习】广告大模型训练推理工程师-【生成式广告大模型】
实习兼职核心本地商业-业务研发平台地点:北京状态:招聘
工作描述
任职要求 海内外高校在校本科生(大三及以上)、硕士生及博士生,且以下条件至少满足一项 1.工程高手:有大厂实验室的实习经验,或有贡献突出的开源项目,熟悉PyTorch、Megatron、vLLM/SGLang等机器学习框架,有大规模分布式系统开发经验。 2.竞赛大神:在ACM-ICPC(国际大学生程序设计竞赛)、Kaggle、数学建模竞赛(如MCM/ICM)、奥赛(数学、物理、信息学等)等取得显著成绩。 3.学术达人:在顶级期刊或学术会议上以第一作者身份发表论文(或导师一作,自己为二作)。重点关注ICLR,NeurIPS,ACL, EMNLP, ICML, TPAMI, T…
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包括英文材料
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.
Megatron+
https://www.youtube.com/watch?v=hc0u4avAkuM
vLLM+
https://www.newline.co/@zaoyang/ultimate-guide-to-vllm--aad8b65d
vLLM is a framework designed to make large language models faster, more efficient, and better suited for production environments.
https://www.youtube.com/watch?v=Ju2FrqIrdx0
vLLM is a cutting-edge serving engine designed for large language models (LLMs), offering unparalleled performance and efficiency for AI-driven applications.
SGLang+
[英文] Install SGLang
https://docs.sglang.ai/get_started/install.html
SGLang is a fast serving framework for large language models and vision language models.
https://github.com/sgl-project/sgl-learning-materials
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.
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
ICPC+
https://icpc.global/
The International Collegiate Programming Contest is an algorithmic programming contest for college students.
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