Oral title: Using AI to explore AGN astrophysics Oral abstract: In order to explore the connection between active black holes and galaxies, we require new methods to analyze and interpret the data. I show how the latest techniques from machine learning (GANs, VAEs, generative models) can be used to analyze AGN host galaxies and to explore potential evolutionary scenarios.