Data Scientist with 4+ years of strong industry experience building production-grade ML and GenAI systems at John Deere and NielsenIQ. I work end-to-end across problem framing, data pipelines, model development, deployment, and monitoring in real production environments. My work spans forecasting, ML systems, LLM-based assistants, RAG pipelines, agentic workflows, knowledge graphs, and real-time APIs on cloud infrastructure