Data volumes and computational complexity of analysis techniques have increased, but the need to quickly explore data and develop models is more important than ever. One of the key ways to achieve this has been through GPU acceleration. This workshop introduces RAPIDS, and illustrates how to use Dask and RAPIDS to accelerate ETL/ML workloads, increasing performance and decreasing total cost.