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[music] Hi, Im Joy and I research how computers detect, recognize, and classify peoples faces. In my TED featured talk, I spoke about my experience with the Coded Gaze, my term for algorithmic bias. The system I was using worked well on my lighter skinned friends face, but when it came to detecting my face, it didnt do so well, until I put on a white mask. After my talk was posted, I tested my speaker image profile across different facial analysis demos. Two of the demos didnt detect my face. The other two, well they misgendered me. The demos didnt even distinguish between gender identity and biological sex. They just provided two labels: male and female. Now I wanted to see if these results were just because my unique facial features, or if this was something that was more of a pattern across other faces too. So I began a project that became my MIT thesis, Gender Shades. Or the long title: Or just Gender Shades. I wanted to see how well different gender classifications systems