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jacobgil/pytorch-grad-cam

Advanced AI Explainability library for computer vision models built with PyTorch.

12.7K

Experimental

Python

Computer Vision

PyTorch

#computer-vision#explainable-ai#grad-cam

interpretml/interpret

Interpret is a framework for fitting interpretable machine learning models and explaining black-box models.

6.8K

Active

C++

Interpretability

CLI Tools

scikit-learn

#ai#machine-learning#interpretability

jphall663/awesome-machine-learning-interpretability

A curated list of responsible machine learning resources for interpretable AI development.

4.0K

Active

Interpretable AI

Caching

Python

#ai-safety#explainable-ml#fairness

microsoft/tensorwatch

A powerful debugging, monitoring and visualization tool for Python Machine Learning and Data Science workflows.

3.5K

Stable

Jupyter Notebook

ML Ops

Debugging

Jupyter Notebook

#debugging#monitoring#visualization

MAIF/shapash

Shapash is a library that provides user-friendly explainability and interpretability for machine learning models.

3.1K

Active

Jupyter Notebook

Explainability

Documentation

Python

#explainability#interpretability#machine-learning

divelab/DIG

A Python library for graph deep learning research, focused on 3D graphs, explainable ML, and self-supervised learning.

2.0K

Archived

Python

Graph Neural Network

Graph Databases

Python

#graph-deep-learning#explainable-ml#3d-graph

AstraZeneca/awesome-explainable-graph-reasoning

A collection of research papers and software related to explainability in graph machine learning.

2.0K

Archived

Graph Algorithms

Vector Databases

#explainable-ai#explainable-ml#graph

Trusted-AI/AIX360

A Python library for interpretability and explainability of data and machine learning models.

1.8K

Experimental

Python

Explainable AI

#artificial-intelligence#explainability#machine-learning

microsoft/responsible-ai-toolbox

A suite of tools that enable developers to build and monitor AI systems more responsibly.

1.7K

Active

TypeScript

Explainability

Fairness

TypeScript

#responsible-ai#explainable-ai#fairness-ai

csinva/imodels

Interpretable ML package for concise, transparent, and accurate predictive modeling.

1.6K

Stable

Jupyter Notebook

React

#machine-learning#explainable-ai#interpretable-models

interpretml/DiCE

Generate diverse counterfactual explanations for machine learning models.

1.5K

Experimental

Python

React

#counterfactual-explanations#explainable-ai#machine-learning

ModelOriented/DALEX

A Python library for interpretable and explainable machine learning model analysis and visualization.

1.5K

Active

Python

Explainable AI

Machine Learning

Python

#explainable-ai#model-interpretation#model-analysis

EthicalML/xai

An explainability toolbox for developers building machine learning models with interpretability and fairness in mind.

1.2K

Stable

Python

Explainability

Evaluation

Python

#ai-explainability#machine-learning-interpretability#bias-evaluation

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