Concerns around the potential for AI-based systems to hard code the biases that blight human decision-making has caused considerable consternation among researchers around the world. It has also prompted a number of attempts to overcome this challenge. For instance, I recently wrote about a new tool developed by Accenture to try and identify biases within AI systems.
The tool will check the data that feeds any AI-based tool to determine whether sensitive variables have an impact upon other variables. For instance, gender is usually correlated with profession, so even if a company removes gender from the data set, it can still produce biased results if profession is part of the data set.
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