Why GPUs Matter in AI Unlike CPUs, which are designed for general-purpose computing and sequential tasks, GPUs are optimized for parallel processing. A modern GPU can consist of thousands of smaller cores that handle multiple tasks simultaneously, making them ideal for the heavy matrix and vector computations used in machine learning and deep learning.