The present invention is directed to communication systems. According to a specific embodiment, the present invention provides a network device that collects telemetry measurements related to the quality of data communication. A machine learning algorithm generates probability determinations using the telemetry measurements and an inference model. The probability determinations are used to generate alarms signals or activate repair algorithms. There are other embodiments as well.