Amar User

I am an AI & Machine Learning Engineer with end-to-end experience designing, building, and deploying production-ready ML systems and full-stack SaaS data products. I focus on applying advanced NLP and LLM techniques to solve complex business problems.

I have engineered ML pipelines that process real-time data and improve predictive accuracy, achieving a documented 25% model accuracy improvement and a 30% reduction in system latency through optimization and architecture refinements.

My project work includes architecting multi-agent financial analytics systems, LLM-powered agentic workflows for document analysis, and student records platforms that reduced load times and delivered actionable insights. I balance model development with software engineering best practices like REST APIs, Docker, and cloud deployment.

I bring a practical, results-driven approach to MLOps, feature engineering, and prompt engineering, and I prioritize scalable, maintainable solutions that deliver measurable business value.