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Guide to choosing and installing NVIDIA CUDA or AMD ROCm for AI on Linux: NVIDIA wins for widest framework support, mature multi‑GPU and tooling; AMD offers strong price/VRAM and open stack if your workload is supported. Covers hardware/VRAM needs, drivers vs toolkits, using wheels/containers, sanity checks, distro‑specific installs, ROCm nuances, and quickstarts—then benchmark your real model.