Navigating AI Network Demands

This chapter examines the increasing pressure on network infrastructures due to rising workloads in artificial intelligence, focusing on the vital role of distributed computing and GPU clusters. It highlights key performance metrics and challenges related to data transfer, synchronization, and resource management in AI environments. Additionally, the chapter compares advanced networking technologies like InfiniBand and Ethernet, discussing their capabilities and the evolving landscape that shapes AI infrastructure's future.