Memory-Intensive Computing refers to computational tasks that require large amounts of memory to process data efficiently, often necessitating specialized hardware and software optimizations to handle vast datasets. It is crucial in fields like big data analytics, scientific simulations, and artificial intelligence, where memory bandwidth and latency can significantly impact performance.