Software ML quality, Metrics design and observability instrumentation for AI systems, Leading technical teams, LLM agent evaluation methods offline online LLM-as-judge, Understanding of RAG SQL agents autonomous agents and AI ML model lifecycles, Operating or evaluating ML LLM systems in production, Clear written communication for gate findings and executive reporting, People leadership and coaching, Stakeholder Management

Data Science, Data Quality, Data Analytics, Machine Learning, Monitoring, forensic investigations, Risk Management, Ai, Compliance, Auditing