Parallel Computing is a method of executing multiple calculations or processes at the same time to increase efficiency and speed. It involves dividing tasks into smaller parts that run concurrently across multiple processors or cores, enabling faster data processing. This approach is fundamental in AI infrastructure for handling large datasets, complex algorithms, and high-performance computing tasks efficiently.