The online sphere can amplify existing societal imbalances. Algorithms, the hidden engines behind many online platforms, are prone to bias, often reflecting the discriminations present in the training datasets. This can lead to disproportionate outcomes for vulnerable populations, particularly those of color. Tackling this challenge requires a mu