No, a CPU would not be completely insufficient for running a localised AI. However, it would be much less efficient than a GPU. This is because CPUs are not designed for parallel processing, while GPUs are. Parallel processing is essential for machine learning tasks, as they often involve performing millions of calculations on large datasets. As a result, a GPU can often complete a machine learning task much faster than a CPU can.
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