AI Use Case

Optimise network resource allocation based on real time and predictive load analysis

Optimise resource allocation in network vs. current and future loads. Resources would typically include compute capacity.

Function

Benefits

Operational Support - Demand forecasting,Cost - Reduced waiting times,Risk reduction - Maximise system uptime

Case Studies

Netflix~Netflix optimises video quality during user playback using machine learning to improve customer experience,Riot Games~Riot Games detects anomalies negatively impacting project and software performance in real time to improve product delivery ,Viacom~Viacom reduces video start delay by 33% by improving video streaming using machine learning to analyse network performance and resource utilisation,Verizon~Verizon monitors and optimises network performance in real-tim using machine learning to analyse network interface data,Premier Resort~Premier Resort manages its indoor wireless location services using machine learning ,Xbox~Xbox has reduced user download wait time in half by prioritising download order of files using machine learning in a pilot,Nokia~Nokia aims to boost 5G network performance and cut costs with the use of machine learning

Industry

Telecommunications

Fixed Line And Integrated Telecommunications Services

Data Sets

Time series,Structured / Semi-structured

AI Technologies

Machine Learning (ML),Traditional AI,ML Task - Action Selection - Reinforcement Learning ,ML Task - Prediction - Regression,ML Task - Grouping - Anomaly Detection

Potential Vendors

New Relic,Databricks,Mist Systems