After a large number of epochs, the generator will start generating good images. Let's have a look at the generated images:

• After 1,000 epochs, the images appear as follows:

• After 5,000 epochs, the images appear as follows:

• After 10,000 epochs, the images appear as follows:

• After 15,000 epochs, the images appear as follows:

• After 20,000 epochs, the images appear as follows:

To generate really good images, train the network for 30,000-50,000 epochs.