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Cloud Infrastructure Insights

Expert tutorials, benchmarks, and guides on GPU servers, AI deployment, VPS hosting, and cloud computing.

Marcus Chen - Senior Cloud Infrastructure Engineer
Written by our expert

Marcus Chen

Senior Cloud Infrastructure Engineer & AI Systems Architect

10+ years of experience in GPU computing, AI deployment, and enterprise hosting. Former NVIDIA and AWS engineer. Stanford M.S. in Computer Science. I help businesses deploy AI models and optimize cloud infrastructure.

1055+ Articles
10+ Years Exp.
50+ AI Deployments
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Trading Virtual Private Server - How to Use a VPS for Forex Trading - Professional trading setup with multiple monitors di... Servers
Marcus Chen
21 min read

A Forex VPS provides a dedicated remote server that runs your trading platforms 24/7 with minimal latency, enabling automated Expert Advisors to execute trades without interruption. This comprehensive guide walks you through selecting the right provider, configuring your setup, and optimizing performance for consistent trading results.

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vLLM vs TGI for Self-Hosted LLM Inference - Performance comparison diagram showing throughput and latency metrics Servers
Marcus Chen
13 min read

Choosing between vLLM and TGI for self-hosted LLM inference requires understanding their distinct strengths. This comprehensive guide compares throughput, latency, memory efficiency, and production readiness to help you select the optimal inference framework for your specific workload.

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RTX 4090 Server vs H100 Cloud Cost Comparison - side-by-side pricing table and performance benchmarks for AI workloads (112 chars) Servers
Marcus Chen
5 min read

RTX 4090 Server vs H100 Cloud Cost Comparison shows consumer GPUs slashing expenses for AI inference while enterprise H100s dominate large-scale training. This guide breaks down hourly rates, total ownership costs, and performance trade-offs. Choose wisely to optimize your LLM hosting or Stable Diffusion setups.

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Llama 3 RAG Setup with Private Data Tutorial - Architecture diagram showing Ollama local model server connected to PostgreSQL vector database with pgvector extension for retrieval-augmented generation Servers
Marcus Chen
12 min read

Learn how to build a secure Retrieval-Augmented Generation system using Llama 3 with your private data. This comprehensive tutorial covers local deployment using Ollama and PostgreSQL, ensuring data privacy while maintaining powerful AI capabilities.

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How to Deploy Ollama on GPU VPS Server - Step-by-step screenshot of nvidia-smi output confirming GPU acceleration on Ubuntu VPS (98 characters) Servers
Marcus Chen
6 min read

Deploy Ollama on a GPU VPS server to run powerful LLMs like Llama 3 remotely with GPU acceleration. This step-by-step tutorial covers server setup, driver installation, Ollama deployment, and secure access. Unlock self-hosted AI without local hardware limits for your private data workflows.

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H100 Rental vs RTX for LLM Inference - Benchmark comparison chart of tokens per second on LLaMA 70B with vLLM (98 characters) Servers
Marcus Chen
5 min read

H100 Rental vs RTX for LLM Inference reveals key trade-offs in speed, cost, and scalability for open-source LLMs like LLaMA 3.1 and DeepSeek R1. This guide breaks down benchmarks, pros, cons, and recommendations for optimal hosting.

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DeepSeek R1 Self-Hosting Tutorial - diagram showing local Ollama deployment with Open WebUI interface and cloud GPU infrastructure options Servers
Marcus Chen
12 min read

Self-hosting DeepSeek R1 gives you complete control over one of the most powerful open-source AI models available. This comprehensive DeepSeek R1 Self-Hosting Tutorial covers everything from local installation to production-grade cloud deployment, whether you're running it on consumer hardware or enterprise GPU servers.

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31 On Vllm Guide - Featured image for: Deploy LLaMA 3.1 on vLLM Guide for Beginners Servers
Marcus Chen
13 min read

Learn how to deploy LLaMA 3.1 on vLLM with this comprehensive guide. From environment setup to production optimization, master the complete deployment process for high-performance LLM inference.

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Ollama Cloud Hosting Benchmarks 2026 - Performance comparison chart showing throughput, latency, and concurrent user handling across different deployment scenarios and hardware configurations for LLM inference serving Servers
Marcus Chen
13 min read

Ollama Cloud Hosting Benchmarks 2026 show significant performance differences compared to alternatives like vLLM. This guide helps you understand real-world metrics, deployment scenarios, and when Ollama is the right choice for your infrastructure needs.

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