At IBM SkillsBuild, I built a RAG-based AI email generation system using Python, LangChain, Hugging Face embeddings, FAISS, and the Gemini API. It indexed 50+ templates across five categories and reduced LLM hallucinations by 35%.
I also developed a FastAPI and Streamlit application for semantic search and context-aware email generation, reducing manual writing time by 70%. At UPZENIX, I developed a machine learning system to predict student exam scores and performance categories.

