I am A.B.M. Kamrul Islam Riad, a PhD Candidate in Artificial Intelligence and Robotics at the University of West Florida, where I also serve as a Graduate Research Assistant. My research focuses on privacy-preserving AI, reinforcement learning, and self-supervised learning for medical imaging, with a strong emphasis on HIPAA compliance and secure healthcare systems. I am the author and co-author of over 20 research papers, presented at leading IEEE and ACM conferences, and contributed to NSF-funded projects on secure mobile software development and healthcare data privacy. My dissertation, Explainability of Privacy Preservation in Healthcare Data Processing, integrates BYOL-based self-supervised learning, federated learning, blockchain audit, and reinforcement learning for medical decision support. Alongside research, I am passionate about teaching, mentoring, and advancing interdisciplinary collaborations in AI, cybersecurity, and healthcare. My work bridges academic innovation and real-world applications to build secure, trustworthy, and human-centered AI systems.