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Home Other Tutorials

Udemy – AI ML GenAI on NVIDIA H100 GPUs on Red Hat OpenShift AI

July 27, 2025
in Other Tutorials, Ai Courses, Free Course, Tutorials
AI ML GenAI on NVIDIA H100 GPUs on Red Hat OpenShift AI
File Name:AI ML GenAI on NVIDIA H100 GPUs on Red Hat OpenShift AI
Content Source:https://www.udemy.com/course/deploying-nvidia-gpus-on-red-hat-openshift-ai
Genre / Category:Other Tutorials
File Size :817.1 MB
Publisher:Luca Berton
Updated and Published:July 27, 2025
Product Details

Unlock the power of enterprise-grade AI in your own data center—step-by-step, from bare-metal to production-ready inference. In this hands-on workshop, you’ll learn how to transform a single NVIDIA H100 server and a lightweight virtualization host into a fully featured Red Hat OpenShift cluster running OpenShift AI, the NVIDIA GPU Operator, and real LLM workloads (Mistral-7B with Ollama). We skip the theory slides and dive straight into keyboards and terminals—every YAML, every BIOS toggle, every troubleshooting trick captured on video.

What you’ll build:

  • A three-node virtual control plane + one bare-metal GPU worker, deployed via the new Agent-based Installer
  • GPU Operator with MIG slicing, UUID persistence, and live metrics in Grafana
  • OpenShift AI (RHODS) with Jupyter and model-serving pipelines
  • A production-grade load balancer, DNS zone, and HTTPS ingress—no managed cloud needed

Hands-on every step: you’ll inspect firmware through iDRAC, patch BIOS settings, generate a custom Agent ISO, boot the cluster, join the GPU node, and push an LLM endpoint you can curl in under a minute. Along the way, we’ll upgrade OpenShift, monitor GPU temps, and rescue a “Node Not Ready” scenario—because real life happens.

Who should enroll

DevOps engineers, SREs, and ML practitioners who have access to a GPU server (H100, H800, or even an A100) and want a repeatable, enterprise-compatible install path. Basic Linux and kubectl skills are assumed; everything else is taught live.

By course end, you’ll have a battle-tested Git repository full of manifests, a private Agent ISO pipeline you can clone for new edge sites, and the confidence to stand up—or scale out—your own GPU-accelerated OpenShift AI platform. Join us and ship your first on-prem LLM workload today.

Who this course is for:

  • Machine Learning Engineers
  • DevOps Engineers
  • Site Reliability Engineers (SREs)
  • Python Developers Exploring Infrastructure
  • First Steppers into AI Operations
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DOWNLOAD LINK: AI ML GenAI on NVIDIA H100 GPUs on Red Hat OpenShift AI

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