The model was trained for 30000 epochs, each with 100 images. The results came out pretty good and the faces are relatively realistic. Feel free to train for much longer and observe to see if GAN can produce better images.
alperbayram/Facial-Image-Generation-GAN
Facial Images Generation With Generative Adversarial Network (GAN)
Jupyter Notebook