Best Practices for Using RTX 4090 with Ubuntu 22.04, CUDA, and YOLO (Ultralytics)

Hi everyone,

I’m setting up a system with an NVIDIA GeForce RTX 4090 running on Ubuntu 22.04, and I’d appreciate any insights or experiences regarding compatibility and best practices—especially for YOLO (Ultralytics) and CUDA Toolkit integration.

Here are the key areas I’m looking into:

Driver Compatibility
Are there any known issues with specific NVIDIA driver versions on Ubuntu 22.04 for the RTX 4090? I’ve seen reports of instability or installation issues with certain versions.
CUDA Toolkit
What CUDA version works best with the 4090 on Ubuntu 22.04? I’d like to make sure the CUDA and driver versions are well-aligned to avoid compatibility problems.
YOLO (Ultralytics) Integration
Has anyone run into issues when deploying YOLO on the 4090? Any quirks or requirements when using it with the recommended CUDA version?
Installation Tips
Are there any tried-and-true installation steps or best practices for setting up NVIDIA drivers and CUDA on Ubuntu 22.04 to avoid headaches down the line?

I’m aiming for a smooth and stable setup for real-time computer vision projects, and I’d love to hear from others who’ve been down this road. Thanks in advance!

Cheers,