英伟达Senior HPC and AI Networking Performance Research and Analysis Engineer
社招全职地点：上海 | 广州 | 北京 | 深圳状态：招聘
工作描述
任职要求 • B.Sc in Computer Science or Software Engineering • 8+ years of experience with high-performance Networking (RDMA, MPI, NCCL) • Demonstrated Performance Analysis skills and methodologies. • Experience with NVIDIA GPUs, CUDA library, deep learning frameworks like TensorFlow or PyTorch,combined with expertise in networking collective communication libraries (such as NCCL) and protocols (such as RoCE and RDMA). • Fast and self-learning capabilities with strong analytical and problem solving skills • Programming Languages: Python, Bash and C languages • Experience with Linux OS distros • Team player with good communication and interpersonal skills Ways to stand out from th…
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包括英文材料
Message Passing Interface+
https://www.youtube.com/watch?v=7huftuXExV0
Parallel programming and MPI are crucial tools for achieving high performance computing.
[英文] 📺Basics of the Message Passing Interface (MPI) to program distributed memory parallel computers
https://www.youtube.com/watch?v=tm8M5H1OZmw
The Message Passing Interface (MPI) is a widely used standard to program distributed message parallel computers.
NCCL+
https://developer.nvidia.com/nccl
The NVIDIA Collective Communication Library (NCCL) implements multi-GPU and multi-node communication primitives optimized for NVIDIA GPUs and networking.
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.
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.
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