{"library":"eli5","type":"library","category":null,"description":"eli5 (Explain Like I'm 5) is a Python library that helps to debug machine learning classifiers and explain their predictions. It provides a unified API for inspecting weights and predictions of various ML models, including scikit-learn, Keras, LightGBM, XGBoost, and more. The current version is 0.16.0. Development is active, with releases typically tied to feature development and bug fixes.","language":"python","status":"active","version":"0.16.0","tags":["machine-learning","explanation","xai","interpretability","ml-debug","model-explanation","feature-importance"],"last_verified":"Tue May 26","install":[{"cmd":"pip install eli5","imports":["import eli5\neli5.show_weights(...)","import eli5\neli5.show_prediction(...)","from eli5.sklearn import PermutationImportance","from eli5.formatters import as_dataframe","import eli5\neli5.show_weights(...)"]},{"cmd":"pip install 'eli5[sklearn,lightgbm,xgboost,keras,nltk]' # Install with common extras","imports":[]}],"homepage":"https://eli5.readthedocs.io","github":"https://github.com/eli5-org/eli5","docs":null,"changelog":null,"pypi":"https://pypi.org/project/eli5/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"compatibility":{"summary":{"python_range":"3.10–3.9","success_rate":50,"avg_install_s":10.2,"avg_import_s":3.9,"wheel_type":"wheel"},"url":"https://checklist.day/v1/registry/eli5/compatibility"}}