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XuetangX

AI大模型硬件架构

via XuetangX

Overview

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深入探索支撑人工智能大模型运行的硬件架构体系,全面了解从芯片设计到系统级架构的核心技术原理。掌握GPU、TPU等专用加速器的工作机制,理解并行计算、内存层次结构以及高速互联技术在大模型训练与推理中的关键作用。学习如何针对大规模神经网络的计算需求优化硬件资源配置,涵盖数据中心级别的算力集群设计思路,以及面向未来AI应用的新型硬件发展趋势。

Syllabus

  • GPU架构与运作原理
    • GPU服务器架构与原理
      • 分布式IO 体系架构与原理
        • GPU集群服务的网络设计与实现
          • GPU虚拟化设计与原理

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