High-speed computing refers to the ability to process and analyze massive amounts of data at incredibly fast speeds. This is crucial for various applications, including scientific research, financial modeling, and artificial intelligence. The ultimate goal is to perform complex calculations in a fraction of the time it would take with conventional computing methods.