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Dedicated GPU clusters for AI and machine learning: LLM training and inference, GPU selection and benchmarking, GPU colocation, and cost control versus hyperscaler GPU pricing. Articles cover LLM fine-tuning on dedicated clusters, NVIDIA Blackwell architecture, running machine learning pipelines, GPU-powered video encoding, and how dedicated GPUs compare with cloud GPU rentals and hyperscaler offerings.

October 29, 2026
Illustration of the MarQi Cloud Dedicated GPU Clusters for AI solution: a separate compute pool tailored for AI/ML, paired with high-IOPS block storage and private circuits.
Published by MarQi Cloud on October 29, 2026
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GPU PCIe Passthrough Explained: Dedicated GPUs for VMs

Short answer: GPU PCIe passthrough assigns a whole physical GPU to one virtual machine, so the guest operating system drives the card directly with its own […]
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October 2, 2026
Diagram of the MarQi Cloud open source stack: Apache CloudStack orchestration, KVM virtualisation on Ubuntu LTS with UEFI and TPM, and Ceph or PetaSAN software-defined storage.
Published by MarQi Cloud on October 2, 2026
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How Cloud TPU and GPU Instance Selection Impacts Machine Learning Training Time

Discover how cloud TPU and GPU instance selection affects machine learning training time. Optimize your ML workflows with expert insights and best practices.
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October 2, 2026
Diagram of four ways to get GPU capacity: on-demand GPU cloud billed per hour with no commitment; reserved GPU cloud on a multi-year term, which at list prices beats on-demand above about 64% utilization for one year or 44% for three years; a dedicated GPU cluster of specific servers on contract; and GPU colocation of customer-owned servers, where an 8-GPU DGX H100 system can draw up to 10.2 kW.
Published by MarQi Cloud on October 2, 2026
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GPU Cloud, Dedicated GPU Cluster or GPU Colocation? A Cost and Fit Guide

Short answer: rent GPUs by the hour when usage is bursty or uncertain, commit to reserved or dedicated capacity when the GPUs stay busy most of […]
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September 29, 2026
Diagram of MarQi Cloud managed services and monitoring: continuous telemetry, threshold and anomaly alerting, and 24/7 engineers on site in the same data center.
Published by MarQi Cloud on September 29, 2026
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How Cloud GPU Infrastructure Powers Machine Learning Training at Enterprise Scale

Discover how cloud GPU infrastructure enhances machine learning training at enterprise scale, offering cost efficiency, performance, and scalability.
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August 19, 2026
Diagram of the MarQi Cloud open source stack: Apache CloudStack orchestration, KVM virtualisation on Ubuntu LTS with UEFI and TPM, and Ceph or PetaSAN software-defined storage.
Published by MarQi Cloud on August 19, 2026
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The Complete Guide to Cloud GPU Computing for AI Workloads

Explore the complete guide to cloud GPU computing for AI workloads, covering benefits, best practices, and how MarQi Cloud can optimize your machine learning efforts.
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July 2, 2026
Comparison diagram of bare metal servers and virtual machines on MarQi Cloud, showing when dedicated physical hardware beats a hypervisor and when it does not.
Published by MarQi Cloud on July 2, 2026
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Why MarQi Cloud’s Dedicated GPU Clusters Are Ideal for LLM Fine-Tuning

Why MarQi Cloud’s Dedicated GPU Clusters Are Ideal for LLM Fine-Tuning As the demand for advanced machine learning models continues to surge, organizations are increasingly turning […]
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July 2, 2026
Diagram of the MarQi Cloud dedicated GPU cluster architecture for AI and machine learning: dedicated GPU nodes, low-latency private fabric, NVMe dataset tier, snapshots and zero egress fees.
Published by MarQi Cloud on July 2, 2026
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How NVIDIA Blackwell Architecture Elevates MarQi Cloud’s AI Performance

How NVIDIA Blackwell Architecture Elevates MarQi Cloud’s AI Performance In the rapidly evolving landscape of artificial intelligence (AI) and machine learning (ML), the underlying architecture of […]
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June 30, 2026
Comparison diagram of bare metal servers and virtual machines on MarQi Cloud, showing when dedicated physical hardware beats a hypervisor and when it does not.
Published by MarQi Cloud on June 30, 2026
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Why MarQi Cloud Is the Ultimate Choice for GPU-Intensive Deep Learning Projects

Why MarQi Cloud Is the Ultimate Choice for GPU-Intensive Deep Learning Projects In the rapidly evolving landscape of artificial intelligence (AI) and machine learning (ML), deep […]
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June 27, 2026
Diagram of the MarQi Cloud dedicated GPU cluster architecture for AI and machine learning: dedicated GPU nodes, low-latency private fabric, NVMe dataset tier, snapshots and zero egress fees.
Published by MarQi Cloud on June 27, 2026
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MarQi Cloud vs. Google Cloud: Which Wins for AI/ML Workloads in 2026?

MarQi Cloud vs. Google Cloud: Which Wins for AI/ML Workloads in 2026? The cloud computing landscape is evolving rapidly, especially with the growing demand for artificial […]
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