@@ -18,9 +18,9 @@ AI芯片这里就很硬核了,希望可以坚持到最后啦,从芯片的基
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通过《AI芯片:核心原理》这个课程,以及这门课程后面的几门课程,你将获取并且掌握的技能:
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- | ** 编号** | ** 名称** | ** 具体内容** |
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+ | ** 编号** | ** 名称** | ** 具体内容** |
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| 1 | [ AI 计算体系] ( ./01_Foundation/ ) | 神经网络等AI技术的计算模式和计算体系架构 |
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| 2 | [ AI 芯片基础] ( ./02_ChipBase/ ) | CPU、GPU、NPU等芯片基础原理,与体系架构黄金10年 |
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| 3 | [ 通用图形处理器 GPU] ( ./03_GPUBase/ ) | GPU的基本原理,英伟达GPU的架构发展 |
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> * 建议优先下载或者使用PDF版本,PPT版本会因为字体缺失等原因导致版本很丑哦~ *
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+ | 编号 | 名称 | 内容 | 资源 | 备注 |
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| 1 | AI 计算体系 | 01 课程内容 | [ slide] ( ./01_Foundation/01.introduction ) , [ video] ( https://www.bilibili.com/video/BV1DX4y1D7PC/ ) | |
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| 1 | AI 计算体系 | 02 AI计算模式(上) | [ slide] ( ./01_Foundation/02.constraints.pdf ) , [ video] ( https://www.bilibili.com/video/BV17x4y1T7Cn/ ) | |
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| 1 | AI 计算体系 | 03 AI计算模式(下) | [ slide] ( ./01_Foundation/03.mobile_parallel.pdf ) , [ video] ( https://www.bilibili.com/video/BV1754y1M78X/ ) | |
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| 1 | AI 计算体系 | 04 关键设计指标 | [ slide] ( ./01_Foundation/04.metrics.pdf ) , [ video] ( https://www.bilibili.com/video/BV1qL411o7S9/ ) | |
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| 1 | AI 计算体系 | 05 核心计算:矩阵乘 | [ slide] ( ./01_Foundation/05.matrix.pdf ) , [ video] ( https://www.bilibili.com/video/BV1ak4y1h7mp/ ) | |
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| 1 | AI 计算体系 | 06 数据单位:bits | [ slide] ( ./01_Foundation/06.bit_width.pdf ) , [ video] ( https://www.bilibili.com/video/BV1WT411k724/ ) | |
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| 1 | AI 计算体系 | 07 AI计算体系总结 | [ slide] ( ./01_Foundation/07.summary.pdf ) , [ video] ( https://www.bilibili.com/video/BV1j54y1T7ii/ ) | |
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| 2 | AI 芯片基础 | 01 CPU 基础 | [ slide] ( ./02_ChipBase/01.cpu_base.pdf ) , [ video] ( https://www.bilibili.com/video/BV1tv4y1V72f/ ) | |
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| 2 | AI 芯片基础 | 02 CPU 指令集架构 | [ slide] ( ./02_ChipBase/02.cpu_isa.pdf ) , [ video] ( https://www.bilibili.com/video/BV1ro4y1W7xN/ ) | |
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| 2 | AI 芯片基础 | 03 CPU 计算本质 | [ slide] ( ./02_ChipBase/03.cpu_data.pdf ) , [ video] ( https://www.bilibili.com/video/BV17X4y1k7eF/ ) | |
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| 2 | AI 芯片基础 | 04 CPU 计算时延 | [ slide] ( ./02_ChipBase/04.cpu_latency.pdf ) , [ video] ( https://www.bilibili.com/video/BV1Qk4y1i7GT/ ) | |
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| 2 | AI 芯片基础 | 05 GPU 基础 | [ slide] ( ./02_ChipBase/05.gpu.pdf ) , [ video] ( https://www.bilibili.com/video/BV1sM411T72Q/ ) | |
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| 2 | AI 芯片基础 | 06 NPU 基础 | [ slide] ( ./02_ChipBase/06.npu.pptx ) , [ video] ( https://www.bilibili.com/video/BV1Rk4y1e77n/ ) | |
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| 2 | AI 芯片基础 | 07 超异构计算 | [ slide] ( ./02_ChipBase/07.future.pdf ) , [ video] ( https://www.bilibili.com/video/BV1YM4y117VK ) | |
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| 3 | GPU 原理详解 | 01 GPU工作原理 | [ slide] ( ./03_GPUBase/01.works.pdf ) , [ video] ( https://www.bilibili.com/video/BV1bm4y1m7Ki/ ) | |
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| 3 | GPU 原理详解 | 02 GPU适用于AI | [ slide] ( ./03_GPUBase/02.principle.pdf ) , [ video] ( https://www.bilibili.com/video/BV1Ms4y1N7RL/ ) | |
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| 3 | GPU 原理详解 | 03 GPU架构与CUDA关系 | [ slide] ( ./03_GPUBase/03.base_concept.pdf ) , [ video] ( https://www.bilibili.com/video/BV1Kk4y1Y7op/ ) | |
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| 3 | GPU 原理详解 | 04 GPU架构回顾第一篇 | [ slide] ( ./03_GPUBase/04.fermi.pdf ) , [ video] ( https://www.bilibili.com/video/BV1x24y1F7kY/ ) | |
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| 3 | GPU 原理详解 | 05 GPU架构回顾第二篇 | [ slide] ( ./03_GPUBase/05.turing.pdf ) , [ video] ( https://www.bilibili.com/video/BV1mm4y1C7fg/ ) | |
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| 4 | GPU 原理详解 | 01 TensorCore原理(上) | [ slide] ( ./04_GPUDetail/01.basic_tc.pdf ) , [ video] ( https://www.bilibili.com/video/BV1aL411a71w/ ) | |
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| 4 | GPU 原理详解 | 02 TensorCore架构(中) | [ slide] ( ./04_GPUDetail/02.history_tc.pdf ) , [ video] ( https://www.bilibili.com/video/BV1pL41187FH/ ) | |
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| 4 | GPU 原理详解 | 03 TensorCore剖析(下) | [ slide] ( ./04_GPUDetail/03.deep_tc.pdf ) , [ video] ( https://www.bilibili.com/video/BV1oh4y1J7B4/ ) | |
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- | 4 | GPU 原理详解 | 04 分布式通信与NVLink | [ slide] ( ./04_GPUDetail/04.basic_nvlink.pdf ) , [ video] ( https://www.bilibili.com/video/BV1cV4y1r7Rz/ ) | |
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- | 4 | GPU 原理详解 | 05 NVLink原理剖析 | [ slide] ( ./04_GPUDetail/05.deep_nvlink.pdf ) , [ video] ( https://www.bilibili.com/video/BV1uP411X7Dr/ ) | |
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- | 5 | NPU 芯片原理 | 01 特斯拉DOJO架构 | [ slide] ( ./05_NPU/01.DOJO_Arch.pdf ) , [ video] ( https://www.bilibili.com/video/BV1Ro4y1M7n8/ ) | |
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- | 5 | NPU 芯片原理 | 02 特斯拉DOJO Core | [ slide] ( ./05_NPU/02.DOJO_Detail.pdf ) , [ video] ( https://www.bilibili.com/video/BV17o4y1N7Yn/ ) | |
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- | 5 | NPU 芯片原理 | 03 特斯拉DOJO系统 | [ slide] ( ./05_NPU/03.DOJO_System.pdf ) , [ video] ( ) | |
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+ | 4 | GPU 原理详解 | 04 分布式通信与NVLink | [ slide] ( ./04_GPUDetail/04.basic_nvlink.pdf ) , [ video] ( https://www.bilibili.com/video/BV1cV4y1r7Rz/ ) | |
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+ | 4 | GPU 原理详解 | 05 NVLink原理剖析 | [ slide] ( ./04_GPUDetail/05.deep_nvlink.pdf ) , [ video] ( https://www.bilibili.com/video/BV1uP411X7Dr/ ) | |
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+ | 4 | GPU 原理详解 | 05 NVSwitch原理剖析 | [ slide] ( ./04_GPUDetail/06.deep_nvswitch.pdf ) , [ video] ( ) | |
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+ | 5 | NPU 芯片原理 | 01 特斯拉DOJO架构 | [ slide] ( ./05_NPU/01.DOJO_Arch.pdf ) , [ video] ( https://www.bilibili.com/video/BV1Ro4y1M7n8/ ) | |
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+ | 5 | NPU 芯片原理 | 02 特斯拉DOJO Core | [ slide] ( ./05_NPU/02.DOJO_Detail.pdf ) , [ video] ( https://www.bilibili.com/video/BV17o4y1N7Yn/ ) | |
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+ | 5 | NPU 芯片原理 | 03 特斯拉DOJO系统 | [ slide] ( ./05_NPU/03.DOJO_System.pdf ) , [ video] ( ) | |
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## 目标学员
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