Whatever you do, do not get an Nvidia GPU. I've only ever had problems with Nvidia drivers on Linux. Meanwhile, the AMD drivers (both the ones baked into the kernel and proprietary) work nearly flawlessly.
Intel's most recent generation of CPUs were also frying themselves and Intel (at least last I checked) were not accepting RMAs from affected customers. Something to consider for your CPU at least.