AI accelerators are specialized hardware devices, such as GPUs, TPUs, or custom chips, optimized to enhance the speed and efficiency of AI computations. They handle complex tasks like training deep neural networks and running inference faster than general-purpose processors, enabling real-time AI applications and reducing energy consumption, thereby improving overall AI system performance and scalability.