There has been growing enthusiasm in research community and industry on AMD systems for large AI model training and inference. This workshop aims to provide a forum for AI researchers, practitioners, and AMD engineers to get together to share experiences and explore how to leverage AMD Instinct accelerators including MI200 and MI300 GPUs to develop scalable, energy efficient, and cost-effective systems for AI model training and inference. The workshop will feature presentations from AMD as well as universities and industry. The presentations will be highly interactive to foster active engagement between the audience and presenters.