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MLOps for Highly Autonomous Networks

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