interpretml / interpret-community

Interpret Community extends Interpret repository with additional interpretability techniques and utility functions to handle real-world datasets and workflows.

https://interpret-community.readthedocs.io/en/latest/index.html

Repository from Github https://github.cominterpretml/interpret-community

interpretml/interpret-community Issues

Allow Pandas 2 in setup.py
Closed a year ago2
Getting <AttributeError: 'DynamicGlobalExplanation' object has no attribute 'get_ranked_per_class_names'> when running PFIExplainer
Updated a year ago
numpy boolean subtract, the `-` operator, is not supported, use the bitwise_xor, the `^` operator, or the logical_xor function instead.
Closed 4 years ago12
ImportError: cannot import name 'TabularExplainer'
Closed 4 years ago3
package `interpret-community` is incompatible with current `shap` version
Closed 2 years ago
cannot import MimicExplainer
Updated 2 years ago7
Converting from NumPy array to list in mimic_explainer.py:_save()
Updated 2 years ago
How can I get the data points of Aggregate feature importance ?
Updated 2 years ago
Dimension errors when using sklearn OneHotEncoder with min_frequency parameter
Updated 3 years ago1
How can I use MimicExplainer with Voting Classifier? [Question]
Updated 3 years ago5
TabularExplainer doesn't work with bias-mitigated model from fairlearn
Closed 3 years ago5
add more tests for passing function to blackbox explainers
Updated 3 years ago1
Code Formatting Standards
Closed 3 years ago5
AttributeError: type object 'PFIExplainer' has no attribute 'explainable_model_type'
Closed 3 years ago7
Interpret explainer module question
Updated 3 years ago7
name 'LGBMRegressor' is not defined
Closed 5 years ago10
Explainers do not work with Keras models with multiple inputs
Closed 3 years ago10
Calculate r2_score for PFIExplainer
Closed 4 years ago6
Score of the surrogate model
Closed 4 years ago6
Replace load_boston with alternate regression dataset
Closed 4 years ago
Question. How good is my surrogate model?
Updated 4 years ago8
Question. How is the global explanation measured?
Closed 4 years ago7
'Expecting data to be a DMatrix object, got: ', <class 'pandas.core.frame.DataFrame'>
Updated 4 years ago7
save_explanation and load_explanation methods can't handle sparse local importance values
Closed 4 years ago1
Log scale combo box for Dependence plot's x axis
Closed 4 years ago2
Issue when initializing explainer through TabularExplainer and KernelExplainer
Updated 4 years ago1
Calibrating a classifier
Closed 4 years ago2
WrappedClassificationModel() usage
Closed 4 years ago4
Interpretability on AutoML models
Closed 4 years ago1
[Sep21] cannot import TabularExplainer from interpret.ext.blackbox
Closed 4 years ago1
In explanation.py when creating perf dictionaries for interpret show method actual_score and predicted_score need to be probabilities
Updated 4 years ago
Issue with importing explainers and models
Closed 5 years ago5
Is interpret-community not compatible with interpret v0.2.5?
Closed 4 years ago3
remove usage of shap DenseData
Closed 4 years ago
Error showing non-inclusion of a categorical datatype whereas I have added in the model itself
Closed 4 years ago4
'ExplainableBoostingClassifier' object has no attribute 'feature_groups_'
Closed 4 years ago2
cannot import name 'TabularExplainer' from 'interpret.ext.blackbox'
Closed 4 years ago3
TabularExplainer doesn't work for some data transformer
Closed 4 years ago8
Information about the Local Explanations by the Mimic Explainer
Closed 4 years ago3
Documentation for BaseExplanation class?
Closed 4 years ago8
The unused internal methods in explanation_utils.py could be cleaned up
Closed 5 years ago
add support for handling pandas dataframe as output of predict functions
Updated 5 years ago
Unable to run "explain_global" for a Tabular Explainer
Closed 5 years ago3
Original data stored in interpret explainer classes
Updated 5 years ago4
Save the explainer
Closed 5 years ago15
Object of type 'Timestamp' is not JSON serializable
Closed 5 years ago2
ModuleNotFoundError: No module named 'shap.common'
Closed 5 years ago4
The number of feature names is not right when use 'LinearExplainableModel' for MimicExplainer
Closed 5 years ago1
Question about interpret-dashboard package on npm
Closed 5 years ago1
InterpretML Dashboard What-if-datapoints not available for perturbation
Updated 5 years ago3