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Explore the critical intersection of ethics and machine learning in this thought-provoking conference talk from NDC Porto 2023. Delve into the future of machine learning and its reliance on a robust code of ethics. Understand how machine learning can both imitate and enhance human decision-making while potentially amplifying human prejudices. Learn why ethical considerations and governance must be integrated from the outset and throughout the development process, rather than being applied as an afterthought. Gain valuable insights on incorporating ethics and risk assessment into your machine learning projects, ensuring responsible and fair AI development. Equip yourself with the knowledge to navigate the complex landscape of ethical machine learning as it transitions from research labs to enterprise applications.