Esraa A.

I'm a senior AI / MLOps Engineer specializing in LLM applications, medical data extraction, and production AI systems. I design end-to-end extraction pipelines by selecting the most effective approach for each case—rule-based methods, OCR, document parsing, or LLMs—balancing accuracy, performance, and cost. I build scalable AI solutions using OpenAI, Claude, and Gemini for chatbots, report generation, and structured data extraction, with a strong focus on prompt engineering and model evaluation. My work covers API development (FastAPI), Dockerized deployments, and cloud infrastructure on AWS and Azure, delivering reliable, production-ready systems. I focus on building AI systems that are efficient, maintainable, scalable, and ready for real-world use. Regarding my education, I hold a Master’s in Software Engineering. The thesis was about medical data extraction from unstructured documents.