As artificial intelligence proliferates, companies and governments are aggregating enormous data sets to feed their AI initiatives. Although privacy is not a new concept in computing, the growth of aggregated data magnifies privacy challenges and leads to extreme ethical risks such as unintentionally building biased AI systems, among many others.