Category: Ethics in ML
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Identifying Ethical Issues in Online Dating Apps
This post outlines my examination of ethical issues in Online Dating Apps, and potential solutions to these issues. Task Characterization In the contemporary digital landscape, dating apps have revolutionized the dynamics of romantic relationships, with an estimated 2.49 million adults in the UK alone engaging with these platforms. This digital…
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Exercise: Analyzing Bias in ML Tasks on the Census-Income Dataset
Introduction This post details my investigation of implicit bias in the famous “Census-Income dataset”, in which we examine to what extent Individual Fairness is upheld in the model, and to what extent the dataset and the methodology chosen impact fairness. I chose to create a Random Forest Classifier using the…
Barry Cheevers 