In this Synthetic Data Meetup, hosted by Dr. Paul Tiwald, Head of Data Science at MOSTLY AI, accompanied by our guest speaker, Max Kleinebrahm, Research Assistant at the Chair of Energy Economics at the Karlsruhe Institute of Technology in Germany, we presented deep learning methods ready to capture complex long-term relationships in occupant behavior that can provide high-quality synthetic behavioral data.