GPU Accelerators, or Graphics Processing Units, are specialized hardware designed for rendering graphics but have been increasingly repurposed for general-purpose computing tasks. This is due to their massively parallel architecture, which allows them to perform a large number of calculations simultaneously, making them ideal for complex computational problems.