shapley
The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021). (by benedekrozemberczki)
AIX360
Interpretability and explainability of data and machine learning models (by Trusted-AI)
shapley | AIX360 | |
---|---|---|
7 | 2 | |
210 | 1,533 | |
- | 2.0% | |
2.7 | 8.2 | |
10 months ago | about 2 months ago | |
Python | Python | |
MIT License | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.
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.
shapley
Posts with mentions or reviews of shapley.
We have used some of these posts to build our list of alternatives
and similar projects.
-
AstraZeneca Researchers Explain the Concept and Applications of the Shapley Value in Machine Learning
Code for https://arxiv.org/abs/2202.05594 found: https://github.com/benedekrozemberczki/shapley
- Calculating and approximating the Shapley value in voting games
- Show HN: Pruning Machine Learning Models with the Shapley Value
- Show HN: Shapley: Explaining Machine Learning Ensembles
- Shapley - a Python library for solving weighted voting games.
- Show HN: Shapley – a Python library for scoring ML models in an ensemble
AIX360
Posts with mentions or reviews of AIX360.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-10-28.
- [D] DL Practitioners, Do You Use Layer Visualization Tools s.a GradCam in Your Process?
-
[R] Explaining the Explainable AI: A 2-Stage Approach - Link to a free online lecture by the author in comments
One Explanation Does Not Fit All: A Toolkit and Taxonomy of AI Explainability Techniques https://arxiv.org/abs/1909.03012 https://github.com/Trusted-AI/AIX360
What are some alternatives?
When comparing shapley and AIX360 you can also consider the following projects:
DALEX - moDel Agnostic Language for Exploration and eXplanation
AIF360 - A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.