About nvidia driver installer

I‘m on the cuda installer page CUDA Toolkit 12.6 Update 3 Downloads | NVIDIA Developer

I know what CUDA toolkit is, is nvidia driver also a part of CUDA?
Is it important for deep learning and should I install it as well?