What's special about AMD Instinct MI350X for fine-tuning?
💡 Answer
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.
More FAQs about AMD Instinct MI350X
DigitalOcean GPU Provider Review & Key Facts (April 2026)
Snapshot of DigitalOcean: GPU models, pricing, billing granularity, infrastructure, developer tools, support channels, and compliance. Data verified April 2026.
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DigitalOcean
Simple, scalable GPU cloud for AI/ML
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| Overview | |
| Trustpilot Rating | 4.6 |
| Headquarters | United States |
| Provider Type | N/A |
| Best For | AI training inference fine-tuning LLM deployment LLM serving computer vision startups generative AI research |
| GPU Hardware | |
| GPU Models | RTX 4000 Ada RTX 6000 Ada L40S MI300X H100 SXM H200 |
| Max VRAM (GB) | 192 |
| Max GPUs/Instance | 8 |
| Interconnect | NVLink |
| Pricing | |
| Starting Price ($/hr) | $0.76/hr |
| Billing Granularity | Per-second |
| Spot/Preemptible | No |
| Reserved Discounts | N/A |
| Free Credits | $200 free credit for 60 days |
| Egress Fees | None (included in plan) |
| Storage | 500-720 GiB NVMe boot (included), 5 TiB NVMe scratch on larger configs, Volumes at $0.10/GiB/mo |
| Infrastructure | |
| Regions | New York (NYC2), Toronto (TOR1), Atlanta (ATL1), Richmond (RIC1), Amsterdam (AMS3) |
| Uptime SLA | 99% |
| Developer Experience | |
| Frameworks | PyTorch TensorFlow Jupyter Miniconda CUDA ROCm Hugging Face |
| Docker Support | Yes |
| SSH Access | Yes |
| Jupyter Notebooks | Yes |
| API / CLI | Yes |
| Setup Time | Minutes |
| Kubernetes Support | Yes |
| Business Terms | |
| Min Commitment | None |
| Compliance | SOC 2 Type II SOC 3 HIPAA (with BAA) CSA STAR Level 1 |
DigitalOcean