Question

A good example of cultural reflection in training data is

A: A model fails to recognize cultural differences due to incorrect attributes
B: A predictive model incorporates training data from a variety of sources
C: A model selects for one demographic less often because of their historical representation
D: An image recognition model selects one face over another based on sample data

Answer 1

A good example of cultural reflection in training data is when a model selects for one demographic less often because of their historical representation.

Step-by-step explanation:

A good example of cultural reflection in training data is option C: A model selects for one demographic less often because of their historical representation.

This can occur when the training data used to develop a model is biased towards a certain demographic, resulting in the model making inaccurate predictions or selections based on past data. This bias may be due to historical representation or cultural biases present in the data.

For example, if a model is trained on data that predominantly consists of images of a particular racial or ethnic group, it may not accurately recognize or represent other demographics. This can lead to underrepresentation or misrepresentation of certain groups in the model's predictions or selections.