Bachelor's degree in Computer Science, Statistics, Mathematics, Data Science, or related quantitative field. 3+ years of experience in data engineering or machine learning with MLOps and production deployment success. Proven expertise in designing and implementing ML testing strategies. Expertise in deploying ML models at scale on AWS, with experience using MLFlow or similar platforms. Strong Python programming skills and adherence to software engineering best practices. Expert-level SQL skills and experience with large datasets. Strong problem-solving skills.