To run YOLO efficiently, it is recommended to have a GPU (Graphics Processing Unit) with CUDA support. The GPU should have a sufficient amount of memory to handle the models efficiently. High-end GPUs such as the NVIDIA GeForce RTX series or Tesla GPUs are commonly used for deep learning tasks.