Fair AI Tools Action Set

The mitigateBiasNeuralNet action trains a neural network model while minimizing the bias metric that you specify. Based on the parameters that you specify, this action calls the neuralNet.annTrain and astore.score actions to train and score a neural network model. For more information about the neuralNet.annTrain action, see Chapter 29, Neural Network Action Set. For more information about the astore.score action, see Chapter 4, Analytic Store Scoring Action Set.

The mitigateBiasNeuralNet action uses the exponentiated gradient reduction (EGR) algorithm. It also offers a built-in bound value recommendation. For more information about the EGR algorithm and bound value recommendation, see the section Exponentiated Gradient Reduction (EGR) Algorithm.