data preparation , snowflake , Metadata Management, Testing, Data Governance, Data Warehousing Concepts, data governance principles, IMDA Model AI Governance Framework, ML risk assessments, data quality management, AI Risk Management Framework, Training, Monitoring, Regulatory Requirements, AI technology, data stewardship best practices, AI model validation, MAS FEAT principles, data access, model lineage, feature engineering, Deployment, model monitoring