awesome-shapley-value
responsible-ai-toolbox
awesome-shapley-value | responsible-ai-toolbox | |
---|---|---|
1 | 2 | |
133 | 1,226 | |
4.5% | 4.2% | |
3.2 | 9.4 | |
almost 2 years ago | 6 days ago | |
TypeScript | ||
Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
awesome-shapley-value
responsible-ai-toolbox
-
Debugging Machine Learning "[N]"
http://erroranalysis.ai/ is a new open-source tool for in-depth understanding and diagnosis of Machine Learning Errors. The tool is available as a highly interactive jupyter widget and brings in several visualization primitives all centered around debugging activities in ML (main repo: https://github.com/microsoft/responsible-ai-widgets).
-
[N] Visualize Your Model Errors! Microsoft Toolkit Identifies and Diagnoses ML Failures
The toolkit is on the project GitHub. Additional information is available on the Error Analysis website.
What are some alternatives?
AIX360 - Interpretability and explainability of data and machine learning models
DALEX - moDel Agnostic Language for Exploration and eXplanation
shapley - The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).
EthicML - Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency
shap - A game theoretic approach to explain the output of any machine learning model. [Moved to: https://github.com/shap/shap]
CARLA - CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms
jupyter-annotate - Interactive Text Annotation for Jupyter Notebook/Lab
interpret - Fit interpretable models. Explain blackbox machine learning.
simple-data-analysis - Easy-to-use JavaScript library for most common data analysis tasks. [Moved to: https://github.com/nshiab/simple-data-analysis.js]
cumulocity-app-builder - The Application Builder for Cumulocity provides a simple, coding-free way to create new applications inside Cumulocity. Application Builder is an open-source tool for you to create web applications in a no-code environment. Created by Global Presales.