MLOps for Highly Autonomous Networks

This publication provides comprehensive guidelines and requirements, specific to enabling technologies for highly autonomous networks. It focuses on a generalized ML (machine learning) model development and operation, elaborating the MLOps (machine learning operations) process, requirements, architecture, and end-to-end deployment for Level 4+ autonomous network AI (artificial intelligence) applications. In this context it examines the existing and relevant management standards applicable to AI applications and provides standardisation recommendations.