This Recommendation specifies an architectural framework for machine learning in future networks including IMT-2020. A set of architectural requirements is presented@ which in turn leads to specific architectural components needed to satisfy these requirements. This Recommendation also describes an architectural framework for integration of such components into future networks including IMT-2020 and guidelines for applying this architectural framework in a variety of technology-specific underlying networks.