Feature Attribution


Feature attribution is the process of determining the contribution of each feature in a machine learning model towards the model's output. It helps in understanding the importance of each feature in the decision-making process of the model. Feature attribution can be used to identify which features are most important in predicting a particular outcome, and can also be used to identify potential biases in the model. There are various methods for feature attribution, including but not limited to, Shapley values, LIME, and Integrated Gradients.


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