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This is almost a meaningless, the MSE depends on the model structure and can't be compared arbitrarily.

If you had a single perceptron/single layer model, its a fantastic MSE.

I thought MSE was tied to the predictions it makes and not the structure itself (i.e. if you get the same value out for the same input, using different structures, you should at least get the same MSE).

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