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jacobgil /pytorch-grad-cam

Star11.3k

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

machine-learning computer-vision deep-learning grad-cam pytorch image-classification object-detection visualizations interpretability class-activation-maps interpretable-deep-learning interpretable-ai explainable-ai explainable-ml xai score-cam vision-transformers

UpdatedMar 14, 2025
Python

interpretml /interpret

Star6.4k

Fit interpretable models. Explain blackbox machine learning.

machine-learning ai scikit-learn artificial-intelligence transparency blackbox bias differential-privacy gradient-boosting interpretability interpretable-ai interpretable-ml explainable-ai explainable-ml xai interpretable-machine-learning iml explainability interpretml

UpdatedMar 16, 2025
C++

jphall663 /awesome-machine-learning-interpretability

Star3.7k

A curated list of awesome responsible machine learning resources.

python data-science machine-learning awesome r awesome-list transparency fairness ai-safety privacy-enhancing-technologies interpretability interpretable-ai interpretable-ml explainable-ml xai interpretable-machine-learning privacy-preserving-machine-learning machine-learning-interpretability secure-ml reliable-ai

UpdatedMar 11, 2025

SeldonIO /alibi

Star2.5k

Algorithms for explaining machine learning models

machine-learning interpretability counterfactual explanations xai

UpdatedMar 6, 2025
Python

oegedijk /explainerdashboard

Sponsor

Star2.4k

Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.

dashboard plotly dash data-scientists model-predictions interactive-plots interactive-dashboards xai inner-workings shap explainer xai-library shap-values permutation-importances

UpdatedDec 29, 2024
Python

Trusted-AI /AIX360

Star1.7k

Interpretability and explainability of data and machine learning models

machine-learning deep-learning artificial-intelligence ibm-research explainable-ai explainable-ml xai ibm-research-ai codait trusted-ai trusted-ml explainabil

UpdatedFeb 26, 2025
Python

wangyongjie-ntu /Awesome-explainable-AI

Star1.5k

A collection of research materials on explainable AI/ML

xml interpretability explanation-system interpretable-ai explainable-ai xai counterfactual-explanations recourse

UpdatedOct 29, 2024
Markdown

ModelOriented /DALEX

Star1.4k

moDel Agnostic Language for Exploration and eXplanation

black-box data-science machine-learning predictive-modeling fairness interpretability explainable-artificial-intelligence explanations explainable-ai explainable-ml xai model-visualization interpretable-machine-learning iml dalex responsible-ai responsible-ml explanatory-model-analysis

UpdatedFeb 12, 2025
Python

interpretml /DiCE

Star1.4k

Generate Diverse Counterfactual Explanations for any machine learning model.

machine-learning deep-learning explainable-ai explainable-ml xai interpretable-machine-learning counterfactual-explanations

UpdatedNov 22, 2024
Python

EthicalML /xai

Star1.2k

XAI - An eXplainability toolbox for machine learning

machine-learning ai evaluation ml artificial-intelligence upsampling bias interpretability feature-importance explainable-ai explainable-ml xai imbalance downsampling explainability bias-evaluation machine-learning-explainability xai-library

UpdatedOct 30, 2021
Python

LangbaseInc /BaseAI

Star971

BaseAI — The Web AI Framework. The easiest way to build serverless autonomous AI agents with memory. Start building local-first, agentic pipes, tools, and memory. Deploy serverless with one command.

ai artificial-intelligence gemini openai grok mistral cohere xai perplexity groq anthropic togetherai langbase baseai firewor

UpdatedFeb 25, 2025
TypeScript

lopusz /awesome-interpretable-machine-learning

Star913

data-science machine-learning interpretable-ai interpretable-ml explainable-ai xai interpretable-machine-learning

UpdatedMar 19, 2023
Python

pbiecek /xai_resources

Sponsor

Star824

Interesting resources related to XAI (Explainable Artificial Intelligence)

interpretability xai interpretable-machine-learning

UpdatedMay 31, 2022
R

flyingdoog /awesome-graph-explainability-papers

Star710

Papers about explainability of GNNs

machine-learning deep-learning graph-mining explainable-ai xai graph-neural-networks explainability

UpdatedMar 7, 2025

jphall663 /interpretable_machine_learning_with_python

Star672

Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

python data-science machine-learning data-mining h2o gradient-boosting-machine transparency decision-tree fairness lime accountability interpretability interpretable-ai interpretable-ml xai fatml interpretable interpretable-machine-learning iml machine-learning-interpretability

UpdatedJun 17, 2024
Jupyter Notebook

deel-ai /xplique

Star672

👋 Xplique is a Neural Networks Explainability Toolbox

interpretability explainable-ai explainable-ml xai

UpdatedOct 8, 2024
Python

ComfyUI-IF_AI_tools is a set of custom nodes for ComfyUI that allows you to generate prompts using a local Large Language Model (LLM) via Ollama. This tool enables you to enhance your image generation workflow by leveraging the power of language models.