阿里云阿里云智能-AI Infra异构软硬件结合研发专家-上海
社招全职5年以上地点:上海状态:招聘
工作描述
任职要求 1. 计算机、电子工程或相关专业,具备扎实的编程功底与工程实现能力(精通 C++/Python 等); 2. 对 GPU 或相关 AI 加速芯片的系统结构有深入理解,具备实际的底层开发和极致的性能调优经验; 3. 熟悉 PyTorch 等主流深度学习框架并对其底层实现机制有深刻认知,在大模型训练或推理性能优化方面有丰富的实操经验; 4. 了解主流大模型的网络结构与执行细节,熟悉相关的推理性能优化技术;对 AI Infra 领域充满热情,持续关注 MoE、推理引擎、算子优化等技术演进,学习能力强; 5. 善于利用AI辅助编程、智能代码审查等工具提升研发效率;同时具备优秀的沟通协作与项目组织能力,能够跨团队与不同背景的成员高效合作。 加分项(拥有以下经验者优先) 1. 熟练掌握主流 GPU 算子开发工具链(如 CUDA / CUTLASS / Triton / NVSHMEM)及性能 Profi…
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包括英文材料
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.
性能调优+
https://goperf.dev/
The Go App Optimization Guide is a series of in-depth, technical articles for developers who want to get more performance out of their Go code without relying on guesswork or cargo cult patterns.
https://web.dev/learn/performance
This course is designed for those new to web performance, a vital aspect of the user experience.
https://www.ibm.com/think/insights/application-performance-optimization
Application performance is not just a simple concern for most organizations; it’s a critical factor in their business’s success.
https://www.oreilly.com/library/view/optimizing-java/9781492039259/
Performance tuning is an experimental science, but that doesn’t mean engineers should resort to guesswork and folklore to get the job done.
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
推理引擎+
https://www.youtube.com/watch?v=_dvk75LEJ34
https://www.youtube.com/watch?v=XtT5i0ZeHHE
CUDA+
https://developer.nvidia.com/blog/even-easier-introduction-cuda/
This post is a super simple introduction to CUDA, the popular parallel computing platform and programming model from NVIDIA.
https://www.youtube.com/watch?v=86FAWCzIe_4
Lean how to program with Nvidia CUDA and leverage GPUs for high-performance computing and deep learning.
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