GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Mixed Precision – BF16 vs FP16 for Training
BF16 is the right default on modern GPUs. FP16 is legacy. The difference matters for numerical stability in LLM training.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
MeloTTS Deployment Guide
MeloTTS is a compact multilingual TTS that runs fast on almost any GPU - good voice quality and permissive licence.
MCP Server with a Self-Hosted LLM
Model Context Protocol lets any compatible client wire tools and resources into an LLM. Self-hosted MCP servers stay private on…
Fish Speech v1.5 Self-Hosted
Fish Speech is a zero-shot voice cloning TTS that clones a voice from 10-30 seconds of reference audio. Runs on…
Financial Conduct Authority and AI in the UK
The FCA treats AI as another tool under existing rules. For fintech AI on dedicated hosting, the expectations are familiar…
Embedding Throughput Benchmark Across the GigaGPU Lineup
Real embedding throughput per second for BGE-M3 and BGE-large across every GPU we host, measured under TEI with tuned batch…
E5-Mistral-7B Embedding Model Self-Hosted
When embedding quality matters more than cost, a 7B LLM-based embedder delivers substantially better retrieval than smaller dedicated embedders.
DeepSpeed ZeRO on Dual GPU Servers
ZeRO-2 and ZeRO-3 let you train models that would not fit on a single GPU by sharding optimiser state and…
DCGM Exporter for GPU Metrics on a Dedicated Server
Nvidia DCGM Exporter emits Prometheus-format GPU metrics. Running it on a dedicated server is the right way to observe GPU…
RTX 5060 Ti 16GB AI Hosting – Introducing the New Tier
The RTX 5060 Ti 16GB lands on GigaGPU - Blackwell silicon, 16GB of GDDR7 at 448 GB/s, native FP8 tensor…
Browse by Category
Find exactly what you need — from GPU benchmarks to deployment tutorials.
AI Hosting & Infrastructure
AI Hosting & Infrastructure
Browse ArticlesAlternatives
Browse articles in Alternatives
Browse ArticlesBenchmarks
Browse articles in Benchmarks
Browse ArticlesCost & Pricing
Browse articles in Cost & Pricing
Browse ArticlesGPU Comparisons
Browse articles in GPU Comparisons
Browse ArticlesGPU Guides
Browse articles in GPU Guides
Browse ArticlesLLM Hosting
Browse articles in LLM Hosting
Browse ArticlesModel Guides
Browse articles in Model Guides
Browse ArticlesNews & Trends
News & Trends
Browse ArticlesTutorials
Browse articles in Tutorials
Browse ArticlesUse Cases
Browse articles in Use Cases
Browse ArticlesReady to deploy your AI workload?
Dedicated GPU servers from our UK datacenter. NVMe storage, 1Gbps networking, full root access.
65 Victory Avenue
PE7 1XU, England
GPUAIR © All Rights Reserved.