Topic: $5$G Internet Based Networking $($IBN$)$ Resource Provisioning, Customization, Isolation, and Assurance Slicing Using Machine Learning Techniques Through Generalized High$-$Level Policies. Introduction: $5$G is a multi$-$service technology that logically allows different performance and service requirements to be processed over a single network $[1,2].$ The $5$G concept was developed to accommodate a diversity of requirements that were ordinarily not achievable with the $4$G network, thereby promoting flexibility, scalability, and enhanced performance $[3].$ The $5$G network is peculiar to mobile services only, and the features are designed to support the enormous use cases in many fields like agriculture, banking, medicine, education, etcetera, which allow connectivity to as many devices as possible. Intent$-$Based Networking is an automated approach used for network management and automation, to simplify the rigorousness involved in the manual methodologies of Software Defined Networking $($SDN$)$ and Network Function Virtua