Explore the impact of Artificial Intelligence in the telecommunications sector through this insightful conference talk from code::dive 2022. Delve into the evolution of mobile communications, the challenges faced by the telco industry, and the transformative potential of AI. Learn about various machine learning types, including supervised learning and classification, and discover how AI is being applied to solve critical issues such as anomaly detection, network performance monitoring, and satellite communication challenges. Gain valuable insights into innovative applications like BTS power-saving algorithms and ionospheric scintillation detection. Presented by Remigiusz Marciniak, a passionate software engineer at Nokia with expertise in Big Data Analytics and Medical Informatics, this talk offers a comprehensive overview of AI's role in shaping the future of telecommunications.
Overview
Syllabus
Intro
Presentation plan
Telecommunications sector
Inspiring quotes
Generations of Mobile Communications
Generated values by the telco sector
Challenges of the telco sector
What is Artificial Intelligence?
Artificial Intelligence, Machine Learning and Deep Learning
Machine Learning types
Supervised learning - Classification
Transitioning to machine learning based systems
Anomaly Detection
Network Performance Monitoring
Impact of the outage
Artificial Intelligence for Satellite Communication
Challenges of Satellite Communication
Ionospheric Scintillation Detection
BTS Power Saving Algorithm
Summary and conclusions
Taught by
code::dive conference
