Dr. Shweta Roy is currently a student in the Department of Information Technology at Netaji Subhas University of Technology (NSUT), Delhi, India. With a strong foundation in artificial intelligence and programming, she has actively engaged in interdisciplinary research that intersects technology with real-world applications. Her recent achievement includes being one of 26 contributors selected to publish in the prestigious journal Engineering Applications of Artificial Intelligence, with her article titled [EAAI_111300], which highlights innovative approaches in AI-driven modeling and predictive systems. Dr. Roy's research interests include machine learning, deep learning, federated learning, and biomedical data analysis, with a focus on the application of intelligent systems in environmental and healthcare domains. She has a growing passion for translating research into impactful solutions, particularly in areas involving sustainability and human well-being. Committed to academic excellence and collaboration, she is continuously exploring opportunities to contribute to the global scientific community through publications, conferences, and hands-on project.