Academic
Research
My research interests span federated learning for healthcare, computer vision, human activity recognition, and practical applications of ML in production systems.
Research Focus
I work at the intersection of applied machine learning and systems engineering. At IIT Hyderabad (Vigil Labs), I developed federated learning models for decentralized medical image classification, reducing communication overhead by 45% and surpassing baseline accuracy by 20% on non-IID real-world data. My published work focuses on sensor-based human activity recognition using feature engineering and ML pipelines.