Model Prediction Accuracy Versus Interpretation in Machine Learning - MachineLearningMastery.com

In their book Applied Predictive Modeling, Kuhn and Johnson comment early on the trade-off of model prediction accuracy versus model interpretation. For a given problem, it is critical to have a cl...

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Model Prediction Accuracy Versus Interpretation in Machine Learning - MachineLearningMastery.com

Source: MachineLearningMastery.com

In their book Applied Predictive Modeling, Kuhn and Johnson comment early on the trade-off of model prediction accuracy versus model interpretation. For a given problem, it is critical to have a clear idea of the which is a priority, accuracy or explainability so that this trade-off can be made explicitly rather than implicitly. In this […]