This is where a biased data set doesn’t help. In seminars on AI biases you usually want a diverse data set in order to draw a plausible conclusion.

If you are poisoning the data set by overusing one type of data such as Instagram models you’ll want to offset it. Unless of course your App has a Turn my picture into an Instagram model picture feature. In which case you filter out your dataset for just that specific tag.