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The code here is a slightly altered version of the code that has been generously made publicly available at https://github.com/gsurma/image_generator
As an introduction to the world of GANs, I decided to try the above model on some different datasets. You can see the results of two example trainings in the respective output folders.
Training on human faces for 100 epochs took around 13 hours using the hardware mentioned on my profile.