..., but we must make a societal choice to embed fundamental human rights and democratic values when we design and use such technologies. A tool that can empower can also become a tool for mass surveillance or a tool for perpetuating discrimination. With promises of AI, we as a society must address its...

... harm, from unfair decision processes, measurable via metrics like demographic parity. Gender bias is prevalent and easier to detect due to explicit markers, offering insights for identifying other biases. Unique biases arise from user categorizations, creating unintended discrimination linked...

... – are negatively discriminated in comparison to un-tattooed individuals. As tattooing is not uniformly distributed among population, many demographic groups like African–Americans will be overrepresented in tattoos databases used by TRT and TSDT, thus being affected by disproportionately higher risk to be found...