This course provides a technical and legal roadmap for licensing multimedia datasets specifically for artificial intelligence and machine learning models. Participants will examine different licensing models, from royalty-free to managed rights, and explore the ethical implications of data collection. The curriculum details specific legal frameworks, including copyright law and international privacy regulations such as GDPR and CCPA. Practical modules cover data cleaning, anonymization techniques, and the implementation of transparent sourcing protocols to ensure compliance and model integrity.