Machine learning is only as good your training set. Readily available training sets, from instance based on what users volunteer to hand out in social networks,

Machine learning is only as good your training set. Readily available training sets, from instance based on what users volunteer to hand out in social networks, may have certain skews due to how they are collected. For supervised learning methods another possible source of bias is in the labeling process.