GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
How to Install NVIDIA CUDA on a Dedicated GPU Server
Step-by-step guide to installing NVIDIA drivers and CUDA toolkit on a dedicated GPU server running Ubuntu 22.04 or 24.04. Covers driver selection, CUDA versions, cuDNN, and verification commands.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
How to Optimise vLLM Memory Usage for Maximum Throughput
Learn how to tune vLLM memory allocation, KV cache sizing, and batch scheduling to maximise tokens per second on your…
How to Set Up TensorFlow on a Dedicated GPU Server
Install and configure TensorFlow with GPU acceleration on a dedicated server. Covers CUDA compatibility, pip and Docker installation methods, multi-GPU…
GPTQ vs AWQ vs GGUF: LLM Quantization Guide for GPU Servers
Compare GPTQ, AWQ, and GGUF quantization formats for running large language models on dedicated GPU servers. Learn which format delivers…
RTX 4060 vs RTX 3090: Which Is Better for AI?
VRAM matters more than you think. Here's how the 8GB RTX 4060 stacks up against the 24GB RTX 3090 for…
Total Cost of Ownership: Dedicated GPU Server vs Cloud GPU Rental
A comprehensive total cost of ownership analysis comparing dedicated GPU servers against cloud GPU rentals from AWS, GCP, and Azure.…
LLM Inference Cost Calculator: GPU vs Cloud API Comparison
A step-by-step guide to calculating LLM inference costs on dedicated GPUs versus cloud APIs. Includes formulas, worked examples, and a…
How Much Does AI Image Generation Cost on Dedicated Hardware?
A comprehensive cost analysis for running AI image generation (Stable Diffusion, SDXL, Flux) on dedicated GPU hardware. Compares per-image costs…
Dedicated GPU Hosting Pricing Explained: What You Actually Pay
A transparent breakdown of dedicated GPU hosting pricing in 2026. Covers what is included in monthly rates, hidden fees to…
How Much Does It Cost to Run Whisper STT on a GPU Server?
A full cost breakdown for running OpenAI Whisper speech-to-text on a dedicated GPU server. Compare per-minute transcription costs across GPU…
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