This video lecture introduces GPU programming. The speaker, Dr. Coleman, compares CPUs and GPUs, highlighting their architectural differences and how these impact programming, particularly focusing on CUDA. He explains the evolution of GPUs from graphics processing to general-purpose computation and covers key aspects of CUDA programming, including memory management and thread organization.