AI Use Case
Predict maintenance on network assets
Predictive maintenance predicts when network nodes are in need of maintenance, what sort of maintenance, the likely maintenance and replacement materials, and technician skill sets.
Operational - Increased machine uptime,Cost - Lifecycle maintenance support cost reduction,Cost - Asset uptime optimisation
Guilford College~Guilford College improves Wi-Fi and Bluetooth wireless services using machine learning,Verizon~Verizon monitors and optimises network performance in real-tim using machine learning to analyse network interface data
Structured / Semi-structured,Time series
ML Task - Grouping - Anomaly Detection,Machine Learning (ML),Traditional AI,ML Task - Action Selection - Reinforcement Learning ,ML Task - Prediction - Regression,Model Architecture - Artificial Neural Network (ANN),Model Architecture - Deep Neural Networks,ML Task - Prediction - Binary Classification,ML Task - Prediction - Multi-class Classification