I'm Ratnesh Kumar, a data scientist based in Delhi, India. I have 4 years of hands-on experience building and deploying production-grade data pipelines and ML models. I have designed and integrated advanced applications including LLM-based chatbots and NLP optimizations, while ensuring scalable and secure cloud infrastructure. I specialize in Python, SQL, and ML Ops, driving efficient end-to-end project delivery and data-driven decision making. In my current role at TCS, I deliver production-ready AI solutions, integrate AWS Bedrock, build monitoring dashboards, and lead demand forecasting pipelines. I enjoy collaborating with cross-functional teams to transform data into actionable insights, and I continuously explore new tools and techniques to keep a robust cloud-based analytics stack.…I'm Ratnesh Kumar, a data scientist based in Delhi, India. I have 4 years of hands-on experience building and deploying production-grade data pipelines and ML models. I have designed and integrated advanced applications including LLM-based chatbots and NLP optimizations, while ensuring scalable and secure cloud infrastructure. I specialize in Python, SQL, and ML Ops, driving efficient end-to-end project delivery and data-driven decision making. In my current role at TCS, I deliver production-ready AI solutions, integrate AWS Bedrock, build monitoring dashboards, and lead demand forecasting pipelines. I enjoy collaborating with cross-functional teams to transform data into actionable insights, and I continuously explore new tools and techniques to keep a robust cloud-based analytics stack.WWWW…