This whitepaper helps cloud engineers, security engineers, Machine Learning Ops (MLOps) engineers, and data scientists understand the various components of building a secure enterprise machine learning (ML) platform. It provides prescriptive guidance on building a secure ML platform on Amazon Web Services (AWS).