Quick answer: Choose GPU infrastructure by workload pattern. Cloud GPU works well for short experiments and bursty training. Dedicated GPU servers fit sustained inference, rendering, private data, and predictable usage. Hybrid GPU setups combine a private control plane with temporary external GPU capacity. A standard VPS can ...