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Add plot-based ML explanation methods

Open zyteka opened this issue 3 years ago • 0 comments

Explanation algorithms like SHAP work particularly well when presented alongside a corresponding PDP/ICE plot (generating either in the traditional way or itself using a SHAP-based algorithm). This allows us to pad explanations like:

The likelihood of the passenger's survival was increased by 0.5 because the age of the passenger was 25 with important additional information such as: The likelihood of this passenger's survival would be highest if they were 20-28, decreasing with higher or lower ages

Implementing such plot-based explanation algorithms allow us a first step into generating explanation pipelines.

zyteka avatar Mar 29 '22 16:03 zyteka