Following various real-world incidents involving both purely digital and cyber-physical Artificial Intelligence (AI) systems, AI Ethics has become a prominent topic of discussion in both research and practice, accompanied by various calls for trustworthy AI systems. AI ethics issues such as data privacy are currently highly topical. However, implementing AI ethics in practice remains a challenge for organizations. In this Hands-On technical briefing, we demonstrate how to implement AI ethics. We showcase a method developed for this purpose, ECCOLA, which is based on academic research. ECCOLA is intended to make AI ethics more practical for developers in order to make it easier to incorporate into AI development to create trustworthy AI systems. Participants get to utilize the method in practice and get their own digital copy of ECCOLA to take home.