It can take considerable training effort and compute time to build a face-generating GAN from scratch. NVIDIA StyleGAN2-ADA PyTorch offers pretrained weights that allow you to generate realistic faces out of the box. StyleGAN does require a GPU, however, Google CoLab GPU works just fine, as this video demonstrates.
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