Design and implementation of AI algorithms for the evaluation of service quality in mobile radio networks. This thesis project aims to study the application of innovative paradigms such as artificial intelligence and machine learning within a highly dynamic and constantly evolving context, such as telecommunications. Mobile operators are constantly looking for innovative services to provide to their customers, while trying to optimize those already provided. Without doubt, the data service is central, as is shown by the numerous actions that aim to integrate it into numerous and varied fields (just think of the advent of the 5G and the IoT - Internet of Things).