This professional program provides a technical framework for curating and preparing multimedia datasets used in machine learning. It covers the end-to-end process of sourcing image, video, and audio assets while staying compliant with international privacy laws like GDPR and CCPA. Participants will learn practical techniques for high-quality annotation, bias mitigation, and the removal of personally identifiable information. The course also details the governance and licensing structures necessary to manage data assets ethically in a global media landscape.