eli5

Model explainer

A Python library for explaining and inspecting machine learning model predictions

A library for debugging/inspecting machine learning classifiers and explaining their predictions

GitHub

3k stars
68 watching
333 forks
Language: Jupyter Notebook
last commit: almost 3 years ago
Linked from 4 awesome lists

crfsuitedata-scienceexplanationinspectionlightgbmmachine-learningnlppythonscikit-learnxgboost

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
eli5-org/eli5 A Python package for debugging and explaining predictions of machine learning classifiers 265
marcotcr/lime A tool for explaining the decisions of machine learning models 11,663
jphall663/interpretable_machine_learning_with_python Teaching software developers how to build transparent and explainable machine learning models using Python 673
sergioburdisso/pyss3 A Python package implementing an interpretable machine learning model for text classification with visualization tools 336
interpretml/interpret An open-source package for explaining machine learning models and promoting transparency in AI decision-making 6,324
explainx/explainx A framework to explain and debug blackbox machine learning models with a single line of code. 419
h2oai/mli-resources Provides tools and techniques for interpreting machine learning models 483
thomasp85/lime An R package for providing explanations of predictions made by black box classifiers. 486
dask/dask-ml A Python library for scalable machine learning using Dask alongside popular ML libraries 907
microsoft/0xdeca10b A framework for hosting and training machine learning models on a blockchain, enabling secure sharing and prediction without requiring users to pay for data or model updates. 559
christophm/interpretable-ml-book A comprehensive resource for explaining the decisions and behavior of machine learning models. 4,811
districtdatalabs/yellowbrick Tools to facilitate the selection of machine learning models through visual diagnostics and analysis. 4,304
modeloriented/dalex A tool to help understand and explain the behavior of complex machine learning models 1,390
pair-code/lit An interactive tool for analyzing and understanding machine learning models 3,500
google/paxml A framework for configuring and running machine learning experiments on top of Jax. 461