This Recommendation specifies the architectural framework of artificial intelligence (AI)-based network automation for resource management and fault management in future networks including IMT-2020. The purpose of the framework is to improve network efficiency and maintain QoS by continuously monitoring the network and promptly decide about appropriate actions by using AI including machine learning. The scope of this Recommendation includes the following items: " High-level architecture of network automation for resource management and fault management with AI including machine learning " Resource management functions " Fault management functions