Architecting an AI Data Center A Network Engineer's Guide

What you'll learn
Architect-level Understanding of AI data Centers — Learn how GPU Clusters, Networks, and Workloads fit together. Why GPUs are so hard on Networks
Understand GPU Networking and Communication Patterns — Understand how Nvidia Communication Library works and its impact on Network Architecture
Practical insight into Congestion Management for AI fabrics — know When and Why to use PFC, ECN, and adaptive techniques, and the trade-offs involved
Future-ready Networking Knowledge - Emerging Ultra Ethernet Introduction and Why it was needed for AI Fabric
Requirements
You will learn everything you need to for Architecting an AI Data Center. However fundamental knowledge of networking concepts and Data centers is assumed.
Description
AI workloads don't behave like traditional data center traffic. Data Centers for designed AI, break the assumptions traditional Networks were built on. GPU-to-GPU communication, collective operations, and extreme east-west traffic demand a very different approach to Network Design.This course is designed for network engineers and architects who want to understand how AI workloads actually stress the network, what is front end and backend networks and why they are separate. You'll learn how GPU communication libraries like NCCL shape traffic patterns, why congestion behavior matters more than raw bandwidth, and when to use PFC, ECN, and adaptive congestion control—along with the real-world trade-offs. This course also discusses DCQCN and some proactive ways to deal with Network Congestion.Finally, the course looks ahead to the future of AI networking with a practical introduction to Ultra Ethernet, explaining why traditional Ethernet had to evolve and what it means for next-generation AI fabrics. Ultra Ethernet is a new framework still in works and not just some booster dose to existing Ethernet.By the end of this course, you won't just know what technologies exist — you'll understand how GPU workloads stress networks, why AI fabrics are designed the way they are, and how to architect networks that scale with AI.
Who this course is for
IT Network Engineers, Network Architects
Homepage

https://www.udemy.com/course/architecting-an-ai-data-center-a-network-engineers-guide/

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