I build ML models that go into production — credit risk, XGBoost pipelines, MLOps on Databricks. I've been on both sides: years of research and now real systems at scale in BFSI. If you're a student, fresher, or someone switching into data science, I can help you cut through the noise — what skills actually matter, how to build a portfolio that stands out, and what the industry actually looks like from the inside.