-Kaxit Pandya
As a Master’s student at the University of Waterloo, my journey into technology and research has taken me across borders, with one of the most enriching experiences being my research internship at National Chung Cheng University (NCCU) in Taiwan.
During this internship, I explored the field of Federated Learning to predict water quality parameters using drone images. This approach enables collaborative learning across multiple devices without compromising data privacy—a critical aspect of today’s data-driven world. I implemented strategies like FedAvg, FedAvgM, FedMedian, and FedProx using the Flower framework, which not only deepened my understanding of Federated Learning but also demonstrated its real-world potential.
Beyond the technical work, my time at NCCU was equally about cultural immersion and personal growth. From exploring the stunning landscapes of Chiayi County to connecting with researchers and students from diverse backgrounds, the experience offered a perfect blend of academic enrichment and community engagement.
This opportunity has significantly influenced my current research and projects, especially my work in Artificial Intelligence and Generative AI. The skills and insights gained in Taiwan have enhanced my ability to integrate technologies like Large Language Models into innovative solutions for real-world challenges. I encourage every University of Waterloo student to fully embrace the opportunities that come their way—academically, personally, and professionally. Start by making the most of the university’s abundant resources. Actively engage with professors and mentors who can guide you toward meaningful research opportunities and offer invaluable advice. Participate in interdisciplinary projects to expand your skill set and collaborate with peers who share your interests. Lastly, approach every challenge as an opportunity to learn and grow. By remaining open, curious, and proactive, you’ll not only enrich your academic and professional journey but also create memories and skills that will last a lifetime. My experience at NCCU was not just about research—it was about collaboration, discovery, and growth. It’s a journey I hold close to my heart, and I hope it inspires others to seek out global opportunities in their academic and professional pursuits.