How does bias occur in machine learning algorithms?

Bias is introduced in data sets that are influenced by human biases.

Bias occurs when the data sets include information about people from different backgrounds.

Bias occurs when AI designers do not follow a human$-$centered design process.

Bias occurs when a data set is too small.