The Generative AI in Medicine (GenAI) group is at the forefront of deep learning research, tackling a wide range of topics involving data types such as image, text, and speech. Our work spans large language models, diffusion models, and GANs to ultimately develop foundation multimodal models. With a particular focus on medicine and healthcare, our multidisciplinary team of engineers and healthcare professionals collaborates to advance AI-driven solutions for diagnosis and prognosis.