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What is Google's TPU? What is the difference between it and Nvidia's GPU?

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I saw in the news that Google’s Gemini large model uses its own TPU to provide computing power, rather than Nvidia’s GPU.

Can TUP be directly installed and run on a personal computer like a GPU? What is the difference between it and Nvidia’s GPU?

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