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How does Rectified Linear Unit compare to other popular activation functions in terms of model performance?

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Interview question asked to Machine Learning Engineers interviewing at Quora, Coupang, Thumbtack and others: How does Rectified Linear Unit compare to other popular activation functions in terms of model performance?.