LUMI is one of the largest European supercomputers and flagship EuroHPC systems. It is unified, heterogeneous computing infrastructure aiming at large, accelerated workflows. One of the key elements of its computing architecture is accelerator type and its programming environment. This half-day workshop is presenting typical transition steps from common clusters and cloud resources together with use cases with both traditional HPC workloads and fundamental elements for running large models with machine learning frameworks.