Ryszard Kozera

Ryszard Kozera serves as Assistant Professor in the Department of Artificial Intelligence at the Faculty of Natural and Technical Sciences, John Paul II Catholic University of Lublin. His academic work bridges theoretical AI frameworks with practical implementations across computer vision, neural networks, and intelligent systems.

His research portfolio demonstrates deep specialization in artificial intelligence through consistent thesis supervision since 2012. Key focus areas include:

• Neural network architectures for object recognition
• Transformer models in language processing
• Real-time video analysis systems
• Generative adversarial networks
• Time-series prediction in cyber environments
• Embedded AI for robotics and mobile applications

Dr. Kozera actively teaches Advanced Artificial Intelligence Methods, providing comprehensive lecture materials covering 3D reconstruction, backpropagation algorithms, Hopfield networks, and neural optimization techniques. His supervision of over 30 master's theses reflects strong mentorship in developing AI solutions for transportation, healthcare, gaming, and cybersecurity domains, with recent projects emphasizing transformer architectures and real-time deep learning applications.