Decoding Mutually Inclusive AI Bias Mitigation and XAI
In a Healthcare-AI Bias curtain-raiser, a skin-cancer detection algorithm fails to detect skin cancer for individuals with darker skin. Algorithmic Bias was perpetuated when inclusive data was not used, and when only light-skinned individuals became the source for training the algorithm. And this story can be reversed to achieve debiased, explainable, and pertinent predictions. [...]