AI/ML Engineer Growww Technologies Pvt. Ltd.
Built and deployed an LLM-based chatbot using Google Gemini and LangChain with a retrieval-augmented generation pipeline. Implemented document grounding through vector embeddings in FAISS and ChromaDB, query classification for domain-specific retrieval, conversation memory, prompt templates, and fallback handling.
Tested the solution with 200 sample questions, achieving over 90% relevance and retrieval responses under two seconds. Deployed the application through Streamlit for browser-based access.
Built internal machine learning models for classification, regression, and clustering use cases. Created Power BI dashboards for weekly performance tracking and collaborated directly with business stakeholders to gather requirements before development.