What's special about AMD Instinct MI350X for fine-tuning?

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AMD Instinct MI350X specifications: 288 GB HBM3e memory, 8,000 GB/s bandwidth, 1,800 FP16 TFLOPS, 72 FP32 TFLOPS, 1,000W TDP, built on CDNA 4 (released 2025).

For engineers evaluating the card: VRAM capacity and bandwidth are usually the two figures that determine feasibility, while TFLOPS determine time-to-result. Dense FP16 training throughput scales near-linearly with TFLOPS on well-optimised kernels, and mixed-precision pre-training can effectively double effective compute when tensor cores are in use.

See the AMD Instinct MI350X page for the full spec sheet and current provider list.