Machine Learning & LLM Engineer with hands-on experience designing and deploying reliability-focused AI systems. Developed production-ready ML pipelines and LLM evaluation frameworks incorporating semantic consistency analysis, nonlinear trust calibration, and risk-aware decision logic. Strong foundation in model evaluation (Precision/Recall/F1), deployment using FastAPI and Docker, and data-driven system design, with a systems-engineering mindset rooted in safety and robustness.
