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You are developing a machine learning model to assist your company in creating more targeted and effective online advertising campaigns. To achieve this, you need to compile a dataset that will be used to train the model. It is crucial to ensure that this dataset does not introduce or reinforce any unfair biases in the model's predictions. What steps should you take to create such a dataset while maintaining fairness? (Choose two.)
A
Include a comprehensive set of demographic features
B
Include only the demographic groups that most frequently interact with advertisements
C
Collect a random sample of production traffic to build the training dataset
D
Collect a stratified sample of production traffic to build the training dataset
E
Conduct fairness tests across sensitive categories and demographics on the trained model