Course Overview

This graduate-level course examines how modern computer networks are designed, programmed, accelerated, and scaled. We connect foundational networking principles with contemporary systems across the Internet, end hosts, datacenters, and large-scale AI infrastructure. Throughout the course, we will study both classic and recent research, with an emphasis on the design choices and performance tradeoffs behind real networked systems.

  • To understand foundational networking principles and the roles of the control plane, data plane, and end hosts.
  • To analyze the design and performance of Internet, host, datacenter, and AI-cluster networks.
  • To critically review research papers in computer networking and networked systems.
  • To explore research problems and build useful networking systems through a semester-long course project.

The course combines instructor lectures, research-paper readings, and open in-class discussion. Students will work individually or form a project group of up to three students and complete either a research project or an open-source engineering project in computer networks or networked systems, culminating in a final report and presentation.

References

Topics

  • Foundations: network design principles and the end-to-end argument
  • Network control plane: inter-domain routing, software-defined networking, and network virtualization
  • Network data plane: router design, software routers, middleboxes, and programmable routers
  • Host networking: network-stack overheads, SmartNICs, kernel-bypass networking, and RDMA
  • Datacenter networks: fabrics, load balancing, transport, and packet scheduling
  • Emerging interconnects: NVLink, Optics, and CXL
  • Networking for AI systems: AI datacenter topologies and fabrics, collective communication, and transport for AI clusters
  • AI for networking: applications of AI to network design, operation, and management

Prerequisites

  • CS 356 (Computer Networks) or equivalent
  • C and Python programming experience

  • Unique number: 55735
  • Time: Tuesday & Thursday 9:30 AM - 11:00 AM
  • Location: GDC 6.202
  • Discussion: Ed discussion