The list of interesting applications that we can use GANs for is endless. In this chapter, we are going to demonstrate another promising application of GANs, which is face generation based on the CelebA database. We'll also demonstrate how to use GANs for semi-supervised learning setups where we've got a poorly labeled dataset with some missing labels.

The following topics will be covered in this chapter:

• Face generation
• Semi-supervised learning with generative adversarial networks (GANs)