In this project, we leverage the Artificial Intelligence / Machine Learning (AI/ML) methodologies for the Aviation Ecosystem Cybersecurity, specifically to address the operational environment of Positioning, Navigation, and Timing (PNT) services. We aim to analyze PNT services using state-of-the-art AI/ML methodologies to address cybersecurity threats in the aviation communications, such as spoofing and jamming.