Abstract: This disclosure describes systems, methods, and devices related to network outage management. A method may include receiving, by a cloud-based system, a first indication of a first cable system outage; instantiating, by the cloud-based system, a first computing instance associated with generating event data indicative of the first cable system outage; instantiating, by the cloud-based system, a second computing instance associated with a machine learning model; generating, by the cloud-based system, using the event data as inputs to the machine learning model, a score indicative of a probability that the first cable system outage is repairable by a technician; and refrain from sending, by the cloud-based system, based on a comparison of the score to a score threshold, the event data to a first system associated with repairing the first cable system outage.

Abstract: Embodiments of the present disclosure provide methods, systems, apparatuses, and computer program products for auto-adjustment signal quality. A method may include determining one or more cable modem devices configured to communicate with a device via a network. The method may include sending poll requests to the one or more cable modem devices to determine a signal power level associated with each of the one or more cable modem devices. The method may include receiving a first poll response from a first cable modem device. The method may include determining, based on the first poll response, a first signal strength associated with the first cable modem device. The method may include determining that the first signal strength deviates from a signal strength threshold. The method may include determining, based on the determination that the first signal strength deviates from the signal strength threshold, a first adjustment to an output power of the device for the first cable modem device.

Abstract: Embodiments of the present disclosure provide methods, systems, apparatuses, and computer program products for auto-adjustment signal quality. A method may include determining one or more cable modem devices configured to communicate with a device via a network. The method may include sending poll requests to the one or more cable modem devices to determine a signal power level associated with each of the one or more cable modem devices. The method may include receiving a first poll response from a first cable modem device. The method may include determining, based on the first poll response, a first signal strength associated with the first cable modem device. The method may include determining that the first signal strength deviates from a signal strength threshold. The method may include determining, based on the determination that the first signal strength deviates from the signal strength threshold, a first adjustment to an output power of the device for the first cable modem device.