Download compatible drivers from the NVIDIA Driver Page.
Are you planning to like 11.x, or are you deciding between 12.6 and the newer CUDA 13.x for a specific GPU (like Blackwell or Hopper)? CUDA Toolkit Archive - NVIDIA Developer cuda 12.6 release notes 2025