From the course: NVIDIA Certified Associate AI Infrastructure and Operations (NCA-AIIO) Cert Prep
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CPU and GPU - NVIDIA Tutorial
From the course: NVIDIA Certified Associate AI Infrastructure and Operations (NCA-AIIO) Cert Prep
CPU and GPU
So you may be thinking, what is the difference between CPU and GPU? Let's talk about that. And I prefer to explain things through analogies. So let's talk about a simple analogy so that it would bring the concept home. Consider you have to travel. There are two aspects. If I'm talking about air travel, you could have a private jet, or you could take a commercial flight, right? Both will be able to fly you from point A to point B. Now, there are different aspects of using a private jet or using a commercial flight. Let's talk about that. First thing, when I talk about a private jet, it would have seats, which will be few, spacious and luxurious. Whereas I'm talking about a commercial flight, it would have many seats, not very fancy, very simple one, not leather cladded, and it would be having a packed arrangement of seats. Seats, as you could see, business class, maybe a little more legroom, but economic class, you would have cramped seats there. So there are seats of a private jet are…
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Contents
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Inside an AI-centric data center4m 4s
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Power usage effectiveness (PUE)5m 4s
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The compute power4m 24s
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CPU and GPU7m 11s
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CPU vs. GPU: Architectural difference2m 48s
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Beyond Moore's Law2m 35s
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Data processing unit (DPU)6m 44s
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Network inside an AI-centric data center4m 50s
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Network fabric4m 43s
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Ethernet vs. InfiniBand7m 5s
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Converged Ethernet (CE)2m 31s
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Storage inside an AI-centric data center4m 21s
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Cloud vs. on-prem4m 11s
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