Transfer learning

Toward Deployments of ML Applications in Optical Networks

To support the emerging 5G applications and the 5G bearer networks, optical networks, as the critical infrastructure, are continuously evolving to be more dynamic and automatic. The vision of future autonomous networks with low link margins requires …

Invited Talk: Toward Deployment of ML in Optical Networks,Transfer Learning, Monitoring and Modelling

This talk reviewed challenges of ML deployments in optical networks. A transfer-learning based ML lifecycle-management is presented with reduced requirements of practical data over a cloud-based monitoring platform and paves the way to further deployments.