At ARDENT, I developed features for a full-stack job portal using the MERN stack, including authentication workflows, database operations, and frontend-backend integration. I also debugged and tested application components and contributed to feature development and documentation.
I built THEDU, a relevance-first local search engine prototype with BM25 ranking, an inverted index, SQLite storage, and REST API and CLI interfaces. I added automated testing, CI workflows, and Docker-based execution.
For RANSOMWAREWATCH, I designed a machine-learning pipeline for ransomware detection using the CICIDS 2017 dataset. I implemented synthetic data generation with PyTorch and WCGAN-GP, trained an XGBoost classifier, and built a Streamlit application with SHAP-based explanations.

