At IEM Research Foundation, I contributed under faculty mentorship to an IoT-enabled smart helmet focused on rider safety and assistance. In my Helmet 2.0 project, I engineered an ESP32-based helmet with voice commands, GPS navigation, crash detection, and a mobile application prototype.
I'm building DHARA, an AI-based landslide early warning system, using a Random Forest model to forecast risk from landslide, rainfall, soil moisture, and terrain data. Its Flask platform includes a GIS risk map, field reports, SOS prioritisation, multilingual alerts, and alternate-route recommendations.
I'm studying Computer Science and Engineering (Data Science) at University of Engineering and Management (UEM), Kolkata, where I ranked fourth in my first year and fifth in my second year. My work also includes ongoing research on multi-agent reinforcement learning with game-theoretic equilibrium guarantees.

