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Understanding AI Theory: How Much Knowledge Is Necessary?

Is the theory important for leveraging "AI technologies"? How much should one understand those technologies, for example how the GPT models, mixture of experts, diffusion networks… work? Some clarifications: Some parts are useful (which? Let me know in the thread!)

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