MIT公开课-Vivienne Sze教授:如何理解和评估深度学习处理器.pdf

时间:2023-03-10 12:04:27
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文件名称:MIT公开课-Vivienne Sze教授:如何理解和评估深度学习处理器.pdf

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更新时间:2023-03-10 12:04:27

深度学习 硬件加速 FPGA 处理器

Many existing Deep Learning Processors. Too many to cover! 1、In this tutorial, we focus on how to evaluate DL processors What are the key questions to ask? 2、Specifically, we will discuss What are the key metrics that should be measured and compared? What are the challenges towards achieving these metrics? What are the design considerations and tradeoffs? How do these challenges and design considerations differ across platforms (e.g., CPU, GPU, ASIC, PIM, FPGA)? 3、We will focus on inference, but many concepts covered also apply to training


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