A conceptual overview

An “Unbiased” Guide to Bias in AI

Ethical vs. statistical bias in AI/ML models

Shahrokh Barati
Towards Data Science
11 min readDec 15, 2022

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Image 1 — Bias in AI…How can it creep in and what are the different types?— Image by author

Whenever there is any mention of ethics in the context of AI, the topic of bias & fairness often follows.

Similarly, whenever there is any mention of training and testing machine learning models, the trade-off between bias & variance features…

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