Generative AI in Data Science involves algorithms that create new, synthetic data based on existing datasets. It includes models like GANs, VAEs, and transformers. These models are used for applications such as data augmentation, text generation, image creation, and anomaly detection, driving innovation in various industries like healthcare, finance, and entertainment.