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Chapter 6
And handwritten digits generated by our GAN:
You can see from the preceding figures that as the epochs increase, the handwritten
digits generated by the GAN become more and more realistic.
To plot the loss and the generated images of the handwritten digits, we define two
helper functions, plotLoss() and saveGeneratedImages(). Their code is given
as follows:
# Plot the loss from each batch
def plotLoss(epoch):
plt.figure(figsize=(10, 8))
plt.plot(dLosses, label='Discriminitive loss')
plt.plot(gLosses, label='Generative loss')
plt.xlabel('Epoch')
plt.ylabel('Loss')
plt.legend()
plt.savefig('images/gan_loss_epoch_%d.png' % epoch)
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