Explore the application of Generative Adversarial Networks (GANs) to create synthetic tabular data in this 1-hour 6-minute talk. Delve into the workings of GANs for synthetic data generation, with a focus on the latest Tabular GANs (TGANs) from 2019 to 2023. Examine experimental results, learn a valuable tip for enhancing TGAN performance, and engage in discussions about experiences and insights. Gain a comprehensive understanding of how this cutting-edge technology can be leveraged for tabular data synthesis, expanding beyond the more common image and text applications of generative AI.
Overview
Syllabus
Generate Synthetic Tabular Data with GANs
Taught by
Open Data Science