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Interpolation in Neuron Networks
Extrapalation requires that sensible answers are given for all elements of the impert space, even in regions not seen during training. Points outside the training set should be handled with great care. Optimizing for one typically means being worse at the other. It's also worth noting that extrapolation and interpolation are two completely different regimes.