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The Effective Statistician – in association with PSI

Interpretable Machine Learning

40 min • 5 juni 2023
Interview with Serg Masis
  • Benefits of IML
  • Interpretability as the ability to understand how a machine learning model works
  • Interpretability is better than explainability.
  • Black-box models can be interpretable if viewed from a different perspective.
  • Glass box models gaining popularity in IML and provide the benefits of both white-box and black-box models.
  • Various modeling approaches related to IML, including rule-based models, decision trees, local linear models, and additive models.
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