Third, PINNs, as a subclass of neural network, can be easily trained on GPU or CPU with minimal modification and less picky regarding computer hardware and are usually trained on GPU to take advantage of recent advances in GPU computing powers. In addition, PINNs can utilize transfer learning from trained neural network for possibly significant time saving.
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