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why is my model unfAIr?

9 minute read

Published:

Algorithmic bias is an inherent challenge in machine learning models, particularly in high-stakes applications like credit approval, where fairness is critical. In this blog post, I discuss four key sources of bias in AI models: (i) bias in human decisions, (ii) proxy attributes, (iii) sample selection bias and (iv) algorithmic objectives. Each source of bias is accompanied by an empirical example from model-based credit approval.

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publications

Paper Title Number 4

Published in GitHub Journal of Bugs, 2024

This paper is about fixing template issue #693.

Recommended citation: Your Name, You. (2024). "Paper Title Number 3." GitHub Journal of Bugs. 1(3).
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talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.