At 3S Smart Solutions, I designed and implemented an AI-powered HR chatbot that lets employees query HR information in natural language and reduces reliance on human HR intervention. I built a CrewAI pipeline for intent recognition, data retrieval, and response formatting, then served it through FastAPI integrated with Odoo's HR module.
On my Chat with your Documents RAG Pipeline project, I built an end-to-end system for PDF ingestion and context-grounded answers with filename and page citations. I also implemented hybrid retrieval in Qdrant, combining dense embeddings and BM25 sparse vectors with Reciprocal Rank Fusion.
I built a YouTube comments analysis tool with multilingual sentiment analysis, topic modeling, and keyword extraction. Its FastAPI backend and interactive dashboard provide sentiment, topic, and engagement insights.

