interpret icon indicating copy to clipboard operation
interpret copied to clipboard

Fit interpretable models. Explain blackbox machine learning.

Results 190 interpret issues
Sort by recently updated
recently updated
newest added

I'm encountering a `UFuncTypeError` when using `ShapKernel.explain_local` with a `RandomForestClassifier` on a binary classification task. The error occurs when the target labels (`y_test`) are of type `float64`. ``` UFuncTypeError Traceback...

Hi, I wonder why Hessian tensor is being computed in the training process of EBM (as it is also required in the definition of link functions in the objective folder...

Visualizations in colab only show the first graph. Subsequent calls to the show function succeed, but show no UI.

Working on Microsoft Synapse Notebooks. ebm_global works fine and visualizes, but I can't get around this error. Works fine locally on my laptop as well. ![image](https://github.com/user-attachments/assets/aa4f43a3-9ab2-4c77-90d9-a85006d278df)

I'm running out of memory trying to fit a `ExplainableBoostingClassifier`. The order of magnitude of the features is 10, of the samples is $10^5$, and of the classes is 100....

I know that I can get feature importance for each term, with the `term_importances`, however this includes importances of single terms, as well as interaction terms. Is there a way...

I tried using the `callback` to provide progress indicated. But using a simple `print` functions, I am quite confused by the output: Why do I get repeated output for the...

Hi, I am building an EBM regressor with some nominal and continuous features with only main effects. I have tried ordering the nominal features by the mean of the response...

Hi, thanks for the great package. I would like to use the `smoothing_rounds` argument only for a subset of the features of my model, the rest of the variables should...

Hello! Would you be interested in getting a contribution for probability calibration plots? Similar functionality exists, e.g., as `sklearn.calibration`s `CalibrationDisplay ` or a different approach can be found [here](https://github.com/apple/ml-calibration). An...