On February 20-21, 2011, the Keeneland project and the Georgia Tech NVIDIA CUDA Center of Excellence presented a two-day tutorial on GPU heterogeneous processing for computational science. At the tutorial, attendees were provided with temporary access to the Keeneland Initial Delivery system to port applications and learned how to use the software tools. These comprehensive videos of the entire workshop cover topics from the initial overview to an introduction to CUDA, to MAGMA, performance tools, case studies and advanced opportunities. For more information and to view the training videos, please visit http://keeneland.gatech.edu/node/75.