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some fixes to interaction tab
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oegesam committed Jan 27, 2020
1 parent 32e810d commit b11fef9
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2 changes: 1 addition & 1 deletion .vscode/settings.json
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{
"python.pythonPath": "C:\\ProgramData\\Anaconda3\\envs\\ww_env2\\python.exe",
"python.pythonPath": "/anaconda/bin/python",
"python.testing.unittestArgs": [
"-v",
"-s",
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4 changes: 2 additions & 2 deletions README.md
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Expand Up @@ -11,8 +11,8 @@ This includes:
- *Permutation importances* (how much does the model metric deteriorate when you shuffle a feature?)
- *Partial dependence plots* (how does the model prediction change when you vary a single feature?
- *Shap interaction values* (decompose the shap value into a direct effect an interaction effects)
- For Random Forests: what is the prediction of each *individual decision tree*, and what is the path through each tree?
- Plus for classifiers: precision plots, confusion matrixm, ROC AUC plot, PR AUC plot, etc
- For Random Forests: what is the prediction of each *individual decision tree*, and what is the path through each tree? (using `dtreeviz`)
- Plus for classifiers: precision plots, confusion matrix, ROC AUC plot, PR AUC plot, etc

## Installation

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4 changes: 4 additions & 0 deletions TODO.md
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Expand Up @@ -15,6 +15,10 @@

## Dashboard:
- add dependence plot to importances list
- COntributions: add div margin to index selector
- move number of features to display
- add option for vertical contributions?
- reformat contributions table

## Methods:

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