GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
What Is Dedicated GPU Hosting for AI (And Who Should Use It?)
A clear explanation of dedicated GPU hosting for AI workloads. Covers how it works, who benefits, how it differs from cloud GPU instances, and what to look for in a…
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Self-Hosting vs API for LLMs: Full Deployment Comparison
A comprehensive comparison of self-hosted LLM inference on dedicated GPUs versus API-based access. Covers cost, latency, privacy, control, and when…
How to Run PaddleOCR on a Private GPU Server
Deploy PaddleOCR on a private GPU server for high-speed, privacy-first document processing. Covers installation, GPU acceleration, batch processing, and API…
Multi-GPU Server Setup for Large Model Inference
A complete guide to setting up multi-GPU servers for large model inference. Covers tensor parallelism, pipeline parallelism, hardware selection, vLLM…
How to Deploy DeepSeek on a Dedicated GPU Server
A step-by-step guide to deploying DeepSeek R1 and V3 models on dedicated GPU hardware. Covers hardware requirements, vLLM setup, and…
Deploy DeepSeek on a Dedicated GPU Server
Step-by-step guide to deploying DeepSeek R1 and V3 on a dedicated GPU server with vLLM or Ollama — including GPU…
vLLM vs Ollama: Which Inference Engine Should You Use?
A detailed comparison of vLLM and Ollama covering throughput benchmarks, memory efficiency, API compatibility, and deployment complexity to help you…
How to Self-Host an LLM on a Dedicated GPU Server
A complete step-by-step guide to self-hosting open source LLMs on a dedicated GPU server, from initial setup through deploying a…
Together.ai Alternatives for Self-Hosted LLM Inference
Tired of per-token API pricing? Compare Together.ai with self-hosted LLM inference on dedicated GPU servers — full cost and performance…
RunPod Alternatives: Dedicated GPU Hosting Compared
Looking beyond RunPod? We compare pricing, GPU availability, and reliability across dedicated GPU hosting providers for AI workloads.
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