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Alice Xiang, global head of AI ethics at Sony, is working to shift the paradigm of AI development by focusing on responsible data collection and creating an ethics-first process. She believes that many AI ethics issues are rooted in the data collection process and that practitioners should be more mindful of where their training data comes from. Xiang specifically focuses on human-centric computer vision, an area that is sensitive due to the collection of biometric information.