Architects' Tech Alliance
Architects' Tech Alliance
Oct 30, 2025 · Artificial Intelligence

How to Pick the Perfect Nvidia GPU for AI Servers – From Tesla to Hopper

This article traces the evolution of Nvidia’s GPU architectures—from the early Tesla series through Fermi, Kepler, Maxwell, Pascal, Volta, Turing, Ampere, and the latest Hopper—detailing their specifications, key features, and offering a systematic decision‑making guide for AI server designers to select the optimal GPU based on workload, model size, precision, scalability, and total cost of ownership.

AI serverGPU ArchitectureGPU selection
0 likes · 16 min read
How to Pick the Perfect Nvidia GPU for AI Servers – From Tesla to Hopper
Cloud Native Technology Community
Cloud Native Technology Community
Mar 11, 2024 · Cloud Native

Harnessing Nvidia GPUs in Kubernetes: Virtualization, Scheduling & Best Practices

This article explains how to combine Nvidia GPUs with Kubernetes, covering CUDA toolkits, device plugins, GPU virtualization techniques such as Time‑Slicing, MPS and MIG, and advanced scheduling options like Volcano, while also outlining practical deployment steps and performance considerations.

Device PluginGPU virtualizationKubernetes
0 likes · 22 min read
Harnessing Nvidia GPUs in Kubernetes: Virtualization, Scheduling & Best Practices