NVIDIA graphics processing units (GPUs) are well-established accelerators for scientific applications. This training is centered around performance analysis and programming techniques for better scalability and performance of GPU programs. For full information and registration visit the webpage: https://www.pdc.kth.se/events/event-repository/advanced-gpu-programming-november-2015.