Isn't the CPU/GPU intensive part of working with neural networks the training of them? Once the network is trained to within an acceptable error-rate why would

Isn't the CPU/GPU intensive part of working with neural networks the training of them? Once the network is trained to within an acceptable error-rate why would you need the cloud?