寒武纪大模型训练优化工程师
社招全职1年以上分布式软件部地点：上海 | 北京状态：招聘
工作描述
岗位职责
1.负责客户AI模型在寒武纪人工智能芯片(MLU)上的端到端性能优化和精度调优，及时总结可泛化的实践，开发性能/精度分析工具。
2.负责寒武纪model zoo的开发和维护，在寒武纪人工智能芯片上进行SOTA算法复现，并进行性能优化分析和精度调优，形成领域参考解决方案。
3.针对公开的或私有的AI Benchmark(如MLPerf等)进行端到端的优化，并密切跟踪评估各AI平台厂商的优化技术实践，最大化MLU在这些benchmark上的表现。
任职资格:
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包括英文材料
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/
学历+
Megatron+
https://www.youtube.com/watch?v=hc0u4avAkuM
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
强化学习+
https://cloud.google.com/discover/what-is-reinforcement-learning?hl=en
Reinforcement learning (RL) is a type of machine learning where an "agent" learns optimal behavior through interaction with its environment.
https://huggingface.co/learn/deep-rl-course/unit0/introduction
This course will teach you about Deep Reinforcement Learning from beginner to expert. It’s completely free and open-source!
https://www.kaggle.com/learn/intro-to-game-ai-and-reinforcement-learning
Build your own video game bots, using classic and cutting-edge algorithms.
NVIDIA Visual Profiler+
https://developer.nvidia.com/nvidia-visual-profiler
The NVIDIA Visual Profiler is a cross-platform performance profiling tool that delivers developers vital feedback for optimizing CUDA C/C++ applications.
https://docs.nvidia.com/cuda/profiler-users-guide/
The user manual for NVIDIA profiling tools for optimizing performance of CUDA applications.
https://www.youtube.com/watch?v=F_BazucyCMw
https://www.youtube.com/watch?v=SI4UMz430ZU
This video tutorial has been taken from Learning CUDA 10 Programming.
Nsight+
https://developer.nvidia.com/tools-tutorials
NVIDIA Nsight™ Developer tools are a suite of tools for building, profiling, and debugging accelerated applications.
https://www.youtube.com/watch?v=aQ1NYoRvp7o
Profile Python for AI and deep learning applications with NVIDIA's suite of Nsight Developer Tools.
https://www.youtube.com/watch?v=Iuy_RAvguBM
Join NVIDIA’s Jackson Marusarz for an introduction to NVIDIA Nsight Compute, a tool for in-depth analysis of CUDA kernel performance on GPUs.
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.
还有更多 •••
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