When Windows 10 dies, I am going to jump ship over to Linux. Which version would you recommend for someone with zero prior experience with Linux?

I'd start with Pop!OS or Linux Mint. They both are beginner friendly.

Especially Pop runs well with NVIDIA GPUs. AMD is no problem on either.

I personally think that Pop has the best out of the box, everything is just running, experience.