What is the Explanation (technique)? - Deepstash

What is the Explanation (technique)?

There are six broad approaches as it relates to post-hoc explainability.

  • Feature relevance: These approaches to explainability focus on the inner functioning of the model and highlight the features that best explain the outcome of the model.
  • Model simplification: These approaches focus on building a new model that is a simplification of a more complex model that is to be explained.
  • Local explanations: These approaches segment the solutions space and provide explanations for smaller segments that are less complex.
  • Explanations by example
  • Visualization
  • Text explanations

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#engineering, #machinelearning and #crypto

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