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Investigate usage of DeepLift & SHAP #63

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GilesStrong opened this issue Jun 6, 2020 · 0 comments
Open

Investigate usage of DeepLift & SHAP #63

GilesStrong opened this issue Jun 6, 2020 · 0 comments
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enhancement New feature or request investigation Something which might require a careful study low priority Not urgent and won't degrade with time

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@GilesStrong
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DeepLift (Shrikumar, Greenside, Kundaje, 2017) is a method for interpreting trained networks, and could be useful to incorporate into LUMIN. The SHAP package appears to offer an implementation of it, along with other useful classes for interpreting models (including trees). Perhaps it could be good to include wrapper methods for these classes to allow their use on LUMIN models and PlotSettings, similar to plot_1d_partial_dependence?
@GilesStrong GilesStrong added enhancement New feature or request investigation Something which might require a careful study low priority Not urgent and won't degrade with time labels Jun 6, 2020
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enhancement New feature or request investigation Something which might require a careful study low priority Not urgent and won't degrade with time
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