From WANs connecting cell phones to the data-center interconnects, we build algorithms that support the scale, availability and security of network infrastructure. We apply machine learning to networking and the development of large-scale management infrastructure including telemetry systems. We address congestion control and bandwidth management, capacity planning and help networks meet traffic demands. We publish our findings and engage both academic and industrial partners to further the state of the art in networked systems.