Deprioritizing Interpretability - Deepstash

Deprioritizing Interpretability

  • Global Interpretability: How well can we understand the relationship between each feature and the predicted value at a global level — for our entire observation set. Can we understand both the magnitude and direction of the impact of each feature on the predicted value?
  • Local Interpretability: How well can we understand the relationship between each feature and the predicted value at a local level — for a specific observation.
  • Feature Selection: Does the model help us focus on only the features that matter? Can it zero out the features that are just “noise”?

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georhampton

Surveyor in commercial/residential

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