Aleatoric and Epistemic Uncertainty in Machine Learning An Introduction to Concepts and Methods

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statistical uncertainty: inherently randomness

  • systematic uncertainty: lack of knowledge
  • kind of like bias and variance
  • GT function <-> best model in parameter space <-> obtained model