interpretml / interpret-communityLinks
Interpret Community extends Interpret repository with additional interpretability techniques and utility functions to handle real-world datasets and workflows.
☆435Updated 7 months ago
Alternatives and similar repositories for interpret-community
Users that are interested in interpret-community are comparing it to the libraries listed below
Sorting:
- Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, …☆682Updated last year
- Fast SHAP value computation for interpreting tree-based models☆542Updated 2 years ago
- Bias Auditing & Fair ML Toolkit☆730Updated 4 months ago
- Generate Diverse Counterfactual Explanations for any machine learning model.☆1,446Updated 2 months ago
- machine learning with logical rules in Python☆645Updated last year
- Library for Semi-Automated Data Science☆343Updated 2 weeks ago
- Python implementation of the rulefit algorithm☆425Updated last year
- H2O.ai Machine Learning Interpretability Resources☆489Updated 4 years ago
- python partial dependence plot toolbox☆861Updated last year
- Code for "High-Precision Model-Agnostic Explanations" paper☆807Updated 3 years ago
- Explainable AI framework for data scientists. Explain & debug any blackbox machine learning model with a single line of code. We are look…☆439Updated last year
- Recipes for Driverless AI☆251Updated last week
- A library that implements fairness-aware machine learning algorithms☆126Updated 4 years ago
- ⬛ Python Individual Conditional Expectation Plot Toolbox☆165Updated 5 years ago
- Source code/webpage/demos for the What-If Tool☆975Updated last month
- A Python package to assess and improve fairness of machine learning models.☆2,123Updated 2 weeks ago
- Project for open sourcing research efforts on Backward Compatibility in Machine Learning☆74Updated last year
- A machine learning package for streaming data in Python. The other ancestor of River.☆784Updated last year
- Interpretability and explainability of data and machine learning models☆1,735Updated 7 months ago
- Human-explainable AI.☆526Updated 3 weeks ago
- XAI - An eXplainability toolbox for machine learning☆1,202Updated 3 years ago
- Imputation of missing values in tables.☆491Updated last year
- A unified wrapper for various ML frameworks - to have one uniform scikit-learn format for predict and predict_proba functions.☆47Updated 8 months ago
- A machine learning tool for automated prediction engineering. It allows you to easily structure prediction problems and generate labels f…☆508Updated 6 months ago
- Editing machine learning models to reflect human knowledge and values☆127Updated 2 years ago
- A toolkit that streamlines and automates the generation of model cards☆437Updated 2 years ago
- A library for debugging/inspecting machine learning classifiers and explaining their predictions☆310Updated 5 months ago
- Improving XGBoost survival analysis with embeddings and debiased estimators☆342Updated 11 months ago
- Python package for Gower distance☆80Updated last year
- Monitor the stability of a Pandas or Spark dataframe ⚙︎☆505Updated 3 weeks ago