At CWPRS, I integrate water-quality sensors and a camera module with ESP32 hardware, and work on Wi-Fi telemetry and backend/ML integration. Iām a final-year Electronics and Telecommunication Engineering student with hands-on experience in sensor integration and data acquisition.
I built a RAG-based PDF Q&A pipeline that retrieves passages with TF-IDF and generates answers using the Gemini API, with an Ollama-based local fallback. I also contributed to an IoT water-quality prototype connecting sensor readings to a FastAPI backend, data storage, a Random Forest classifier, alerts, and a React dashboard.

