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Add SHAP explanations to Neural Network #112

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pplonski opened this issue Jul 8, 2020 · 2 comments
Closed

Add SHAP explanations to Neural Network #112

pplonski opened this issue Jul 8, 2020 · 2 comments
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enhancement New feature or request good first issue Good for newcomers help wanted Extra attention is needed

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pplonski commented Jul 8, 2020

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@pplonski pplonski self-assigned this Jul 9, 2020
@pplonski pplonski added the bug Something isn't working label Jul 9, 2020
@pplonski pplonski mentioned this issue Jul 9, 2020
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pplonski commented Jul 9, 2020

For now, I just disabled SHAP explanations for NN, waiting for a solution for faster computation.

pplonski added a commit that referenced this issue Jul 9, 2020
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disable shap for NN and catboost (#112, #114)
67760f3
@pplonski pplonski added enhancement New feature or request good first issue Good for newcomers help wanted Extra attention is needed and removed bug Something isn't working labels Oct 2, 2020
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pplonski commented Oct 2, 2020 •
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The NN is using sklearn right now. I've checked and the only option I found was to use KernelExplainer which was very slow for NN. I will disable it for now because of speed.

shap.KernelExplainer(algorithm.model.predict, X_train)

@pplonski pplonski closed this as completed Oct 2, 2020
pplonski added a commit that referenced this issue Oct 2, 2020
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check shap for MLP sklearn (#112)
03200bb
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enhancement New feature or request good first issue Good for newcomers help wanted Extra attention is needed
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